%%% -*-BibTeX-*- %%% ==================================================================== %%% BibTeX-file{ %%% author = "Nelson H. F. Beebe", %%% version = "1.17", %%% date = "23 December 2025", %%% time = "08:51:56 MDT", %%% filename = "ieeetransbigdata.bib", %%% address = "University of Utah %%% Department of Mathematics, 110 LCB %%% 155 S 1400 E RM 233 %%% Salt Lake City, UT 84112-0090 %%% USA", %%% telephone = "+1 801 581 5254", %%% FAX = "+1 801 581 4148", %%% URL = "https://www.math.utah.edu/~beebe", %%% checksum = "34780 22873 92078 981402", %%% email = "beebe at math.utah.edu, beebe at acm.org, %%% beebe at computer.org (Internet)", %%% codetable = "ISO/ASCII", %%% keywords = "bibliography; BibTeX; IEEE Transactions on %%% Big Data", %%% license = "public domain", %%% supported = "yes", %%% docstring = "This is a COMPLETE bibliography of the %%% journal IEEE Transactions on Big Data (CODEN %%% none, ISSN 2332-7790) which began publishing %%% with volume 1, number 1, in March 2015. The %%% journal appears quarterly. %%% %%% The journal has Web sites at %%% %%% http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317 %%% http://www.computer.org/csdl/trans/bd/index.html %%% %%% At version 1.17, the COMPLETE year coverage %%% looked like this: %%% %%% 2015 ( 18) 2019 ( 50) 2023 ( 123) %%% 2016 ( 31) 2020 ( 69) 2024 ( 83) %%% 2017 ( 41) 2021 ( 81) 2025 ( 263) %%% 2018 ( 51) 2022 ( 130) %%% %%% Article: 940 %%% %%% Total entries: 940 %%% %%% Data for this bibliography have been derived %%% mainly from the journal Web site, with %%% possible contributions from the BibNet %%% Project and TeX User Group bibliography %%% archives. %%% %%% The checksum field above contains a CRC-16 %%% checksum as the first value, followed by the %%% equivalent of the standard UNIX wc (word %%% count) utility output of lines, words, and %%% characters. This is produced by Robert %%% Solovay's checksum utility.", %%% } %%% ==================================================================== @Preamble{ "\hyphenation{ }" # "\ifx \undefined \booktitle \def \booktitle#1{{{\em #1}}} \fi" # "\ifx \undefined \k \let \k = \c \fi" } %%% ==================================================================== %%% Acknowledgement abbreviations: @String{ack-nhfb = "Nelson H. F. Beebe, University of Utah, Department of Mathematics, 110 LCB, 155 S 1400 E RM 233, Salt Lake City, UT 84112-0090, USA, Tel: +1 801 581 5254, FAX: +1 801 581 4148, e-mail: \path|beebe@math.utah.edu|, \path|beebe@acm.org|, \path|beebe@computer.org| (Internet), URL: \path|https://www.math.utah.edu/~beebe/|"} %%% ==================================================================== %%% Journal abbreviations: @String{j-IEEE-TRANS-BIG-DATA = "IEEE Transactions on Big Data"} %%% ==================================================================== %%% Bibliography entries, in publication order: @Article{Crago:2015:WIT, author = "Stephen Crago", title = "Welcome to the {{\booktitle{IEEE Transactions on Big Data}}}", journal = j-IEEE-TRANS-BIG-DATA, volume = "1", number = "1", pages = "1--1", month = mar, year = "2015", CODEN = "????", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Tue May 31 17:01:46 MDT 2016", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", URL = "http://www.computer.org/csdl/trans/bd/2015/01/07265157.pdf", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", } @Article{Yang:2015:IIT, author = "Qiang Yang", title = "Introduction to the {{\booktitle{IEEE Transactions on Big Data}}}", journal = j-IEEE-TRANS-BIG-DATA, volume = "1", number = "1", pages = "2--15", month = mar, year = "2015", CODEN = "????", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Tue May 31 17:01:46 MDT 2016", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", URL = "http://www.computer.org/csdl/trans/bd/2015/01/07265156.pdf", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", } @Article{Zheng:2015:MCD, author = "Yu Zheng", title = "Methodologies for Cross-Domain Data Fusion: An Overview", journal = j-IEEE-TRANS-BIG-DATA, volume = "1", number = "1", pages = "16--34", month = mar, year = "2015", CODEN = "????", DOI = "https://doi.org/10.1109/TBDATA.2015.2465959", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Tue May 31 17:01:46 MDT 2016", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", abstract-URL = "http://www.computer.org/csdl/trans/bd/2015/01/07230259-abs.html", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", } @Article{Liu:2015:EIE, author = "Huan Liu", title = "Embracing Information Explosion without Choking: Clustering and Labeling in Microblogging", journal = j-IEEE-TRANS-BIG-DATA, volume = "1", number = "1", pages = "35--46", month = mar, year = "2015", CODEN = "????", DOI = "https://doi.org/10.1109/TBDATA.2015.2451635", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Tue May 31 17:01:46 MDT 2016", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", abstract-URL = "http://www.computer.org/csdl/trans/bd/2015/01/07153539-abs.html", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", } @Article{Anonymous:2015:ITBa, author = "Anonymous", title = "{{\booktitle{IEEE Transactions on Big Data}}}", journal = j-IEEE-TRANS-BIG-DATA, volume = "1", number = "1", pages = "47--47", month = mar, year = "2015", CODEN = "????", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Tue May 31 17:01:46 MDT 2016", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", URL = "http://www.computer.org/csdl/trans/bd/2015/01/07152999.pdf", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", } @Article{Anonymous:2015:ITBb, author = "Anonymous", title = "{{\booktitle{IEEE Transactions on Big Data}}}", journal = j-IEEE-TRANS-BIG-DATA, volume = "1", number = "1", pages = "48--48", month = mar, year = "2015", CODEN = "????", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Tue May 31 17:01:46 MDT 2016", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", URL = "http://www.computer.org/csdl/trans/bd/2015/01/07153000.pdf", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", } @Article{Yu:2015:PNP, author = "Yaoliang Yu", title = "{Petuum}: A New Platform for Distributed Machine Learning on Big Data", journal = j-IEEE-TRANS-BIG-DATA, volume = "1", number = "2", pages = "49--67", month = jun, year = "2015", CODEN = "????", DOI = "https://doi.org/10.1109/TBDATA.2015.2472014", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Tue May 31 17:01:46 MDT 2016", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", abstract-URL = "http://www.computer.org/csdl/trans/bd/2015/02/07239545-abs.html", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", } @Article{Ni:2015:SPS, author = "Lionel M. Ni", title = "{SMC}: A Practical Schema for Privacy-Preserved Data Sharing over Distributed Data Streams", journal = j-IEEE-TRANS-BIG-DATA, volume = "1", number = "2", pages = "68--81", month = jun, year = "2015", CODEN = "????", DOI = "https://doi.org/10.1109/TBDATA.2015.2498156", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Tue May 31 17:01:46 MDT 2016", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", abstract-URL = "http://www.computer.org/csdl/trans/bd/2015/02/07321000-abs.html", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", } @Article{Aggarwal:2015:GEBa, author = "Charu C. Aggarwal", title = "Guest Editorial: Big Media Data: Understanding, Search, and Mining", journal = j-IEEE-TRANS-BIG-DATA, volume = "1", number = "3", pages = "82--83", month = sep, year = "2015", CODEN = "????", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Tue May 31 17:01:46 MDT 2016", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", URL = "http://www.computer.org/csdl/trans/bd/2015/03/07355488.pdf", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", } @Article{Sun:2015:CCH, author = "Zhenan Sun", title = "Code Consistent Hashing Based on Information-Theoretic Criterion", journal = j-IEEE-TRANS-BIG-DATA, volume = "1", number = "3", pages = "84--94", month = sep, year = "2015", CODEN = "????", DOI = "https://doi.org/10.1109/TBDATA.2015.2499191", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Tue May 31 17:01:46 MDT 2016", bibsource = "https://www.math.utah.edu/pub/tex/bib/hash.bib; https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", abstract-URL = "http://www.computer.org/csdl/trans/bd/2015/03/07327170-abs.html", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", } @Article{Tao:2015:EIS, author = "Dacheng Tao", title = "Exploration of Image Search Results Quality Assessment", journal = j-IEEE-TRANS-BIG-DATA, volume = "1", number = "3", pages = "95--108", month = sep, year = "2015", CODEN = "????", DOI = "https://doi.org/10.1109/TBDATA.2015.2497710", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Tue May 31 17:01:46 MDT 2016", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", abstract-URL = "http://www.computer.org/csdl/trans/bd/2015/03/07350210-abs.html", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", } @Article{Zhuang:2015:WSS, author = "Yueting Zhuang", title = "Weakly Semi-Supervised Deep Learning for Multi-Label Image Annotation", journal = j-IEEE-TRANS-BIG-DATA, volume = "1", number = "3", pages = "109--122", month = sep, year = "2015", CODEN = "????", DOI = "https://doi.org/10.1109/TBDATA.2015.2497270", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Tue May 31 17:01:46 MDT 2016", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", abstract-URL = "http://www.computer.org/csdl/trans/bd/2015/03/07317747-abs.html", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", } @Article{Yao:2015:GEB, author = "Lina Yao", title = "Guest Editorial: Big Data Analytics and the {Web}", journal = j-IEEE-TRANS-BIG-DATA, volume = "1", number = "4", pages = "123--124", month = dec, year = "2015", CODEN = "????", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Tue May 31 17:01:47 MDT 2016", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", URL = "http://www.computer.org/csdl/trans/bd/2015/04/07395032.pdf", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", } @Article{Yang:2015:LAA, author = "Laurence T. Yang", title = "{LS-AMS}: An Adaptive Indexing Structure for Realtime Search on Microblogs", journal = j-IEEE-TRANS-BIG-DATA, volume = "1", number = "4", pages = "125--137", month = dec, year = "2015", CODEN = "????", DOI = "https://doi.org/10.1109/TBDATA.2015.2506159", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Tue May 31 17:01:47 MDT 2016", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", abstract-URL = "http://www.computer.org/csdl/trans/bd/2015/04/07355316-abs.html", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", } @Article{Kotoulas:2015:SPL, author = "Spyros Kotoulas", title = "Scale-Out Processing of Large {RDF} Datasets", journal = j-IEEE-TRANS-BIG-DATA, volume = "1", number = "4", pages = "138--150", month = dec, year = "2015", CODEN = "????", DOI = "https://doi.org/10.1109/TBDATA.2015.2505719", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Tue May 31 17:01:47 MDT 2016", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", abstract-URL = "http://www.computer.org/csdl/trans/bd/2015/04/07355330-abs.html", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", } @Article{Aggarwal:2015:GEBb, author = "Charu C. Aggarwal", title = "Guest Editorial: Big Media Data: Understanding, Search, and Mining {(Part 2)}", journal = j-IEEE-TRANS-BIG-DATA, volume = "1", number = "4", pages = "151--151", month = dec, year = "2015", CODEN = "????", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Tue May 31 17:01:47 MDT 2016", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", URL = "http://www.computer.org/csdl/trans/bd/2015/04/07395031.pdf", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", } @Article{Hua:2015:LVS, author = "Xian-Sheng Hua", title = "Learning Visual Semantic Relationships for Efficient Visual Retrieval", journal = j-IEEE-TRANS-BIG-DATA, volume = "1", number = "4", pages = "152--161", month = dec, year = "2015", CODEN = "????", DOI = "https://doi.org/10.1109/TBDATA.2016.2515640", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Tue May 31 17:01:47 MDT 2016", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", abstract-URL = "http://www.computer.org/csdl/trans/bd/2015/04/07381653-abs.html", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", } @Article{Li:2015:RDS, author = "Xuelong Li", title = "Robust Discrete Spectral Hashing for Large-Scale Image Semantic Indexing", journal = j-IEEE-TRANS-BIG-DATA, volume = "1", number = "4", pages = "162--171", month = dec, year = "2015", CODEN = "????", DOI = "https://doi.org/10.1109/TBDATA.2016.2516024", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Tue May 31 17:01:47 MDT 2016", bibsource = "https://www.math.utah.edu/pub/tex/bib/hash.bib; https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", abstract-URL = "http://www.computer.org/csdl/trans/bd/2015/04/07381642-abs.html", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", } @Article{Candan:2016:GEB, author = "K. Selcuk Candan", title = "Guest Editorial: Big Scholar Data Discovery and Collaboration", journal = j-IEEE-TRANS-BIG-DATA, volume = "2", number = "1", pages = "1--2", month = mar, year = "2016", CODEN = "????", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Tue May 31 17:01:47 MDT 2016", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", URL = "http://www.computer.org/csdl/trans/bd/2016/01/07473985.pdf", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", } @Article{Giles:2016:ASE, author = "C. Lee Giles", title = "{AlgorithmSeer}: A System for Extracting and Searching for Algorithms in Scholarly Big Data", journal = j-IEEE-TRANS-BIG-DATA, volume = "2", number = "1", pages = "3--17", month = mar, year = "2016", CODEN = "????", DOI = "https://doi.org/10.1109/TBDATA.2016.2546302", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Tue May 31 17:01:47 MDT 2016", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", abstract-URL = "http://www.computer.org/csdl/trans/bd/2016/01/07448389-abs.html", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", } @Article{Chawla:2016:CSI, author = "Nitesh V. Chawla", title = "Can Scientific Impact Be Predicted?", journal = j-IEEE-TRANS-BIG-DATA, volume = "2", number = "1", pages = "18--30", month = mar, year = "2016", CODEN = "????", DOI = "https://doi.org/10.1109/TBDATA.2016.2521657", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Tue May 31 17:01:47 MDT 2016", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", abstract-URL = "http://www.computer.org/csdl/trans/bd/2016/01/07397965-abs.html", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", keywords = "Big data; Citation prediction; citation prediction; Computer science; Distortion measurement; h-index prediction; Indexes; Popularity prediction; popularity prediction; Predictive models; Productivity; Science of science; science of science; Scientific impact; Yttrium", } @Article{Aggarwal:2016:GEB, author = "Charu C. Aggarwal", title = "Guest Editorial: Big Media Data: Understanding, Search, and Mining", journal = j-IEEE-TRANS-BIG-DATA, volume = "2", number = "1", pages = "31--31", month = mar, year = "2016", CODEN = "????", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Tue May 31 17:01:47 MDT 2016", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", URL = "http://www.computer.org/csdl/trans/bd/2016/01/07473987.pdf", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", } @Article{Wang:2016:PCD, author = "Jiajun Wang", title = "Partial Copy Detection in Videos: A Benchmark and an Evaluation of Popular Methods", journal = j-IEEE-TRANS-BIG-DATA, volume = "2", number = "1", pages = "32--42", month = mar, year = "2016", CODEN = "????", DOI = "https://doi.org/10.1109/TBDATA.2016.2530714", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Tue May 31 17:01:47 MDT 2016", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", abstract-URL = "http://www.computer.org/csdl/trans/bd/2016/01/07416633-abs.html", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", } @Article{Fu:2016:PTS, author = "Yun Fu", title = "Personalized Travel Sequence Recommendation on Multi-Source Big Social Media", journal = j-IEEE-TRANS-BIG-DATA, volume = "2", number = "1", pages = "43--56", month = mar, year = "2016", CODEN = "????", DOI = "https://doi.org/10.1109/TBDATA.2016.2541160", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Tue May 31 17:01:47 MDT 2016", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", abstract-URL = "http://www.computer.org/csdl/trans/bd/2016/01/07444160-abs.html", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", } @Article{Matsuoka:2016:GAL, author = "Satoshi Matsuoka", title = "{GPU}-Accelerated Large-Scale Distributed Sorting Coping with Device Memory Capacity", journal = j-IEEE-TRANS-BIG-DATA, volume = "2", number = "1", pages = "57--69", month = mar, year = "2016", CODEN = "????", DOI = "https://doi.org/10.1109/TBDATA.2015.2511001", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Tue May 31 17:01:47 MDT 2016", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", abstract-URL = "http://www.computer.org/csdl/trans/bd/2016/01/07372425-abs.html", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", } @Article{Ng:2016:UUS, author = "Wilfred Ng", title = "{USTF}: A Unified System of Team Formation", journal = j-IEEE-TRANS-BIG-DATA, volume = "2", number = "1", pages = "70--84", month = mar, year = "2016", CODEN = "????", DOI = "https://doi.org/10.1109/TBDATA.2016.2546303", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Tue May 31 17:01:47 MDT 2016", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", abstract-URL = "http://www.computer.org/csdl/trans/bd/2016/01/07445184-abs.html", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", } @Article{Kitsuregawa:2016:VEC, author = "Masaru Kitsuregawa", title = "Visual Exploration of Changes in Passenger Flows and Tweets on Mega-City Metro Network", journal = j-IEEE-TRANS-BIG-DATA, volume = "2", number = "1", pages = "85--99", month = mar, year = "2016", CODEN = "????", DOI = "https://doi.org/10.1109/TBDATA.2016.2546301", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Tue May 31 17:01:47 MDT 2016", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", abstract-URL = "http://www.computer.org/csdl/trans/bd/2016/01/07445832-abs.html", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", } @Article{Lin:2016:GES, author = "Y. -R. Lin and H. Tong and J. Tang and K. Sel{\c{c}}uk Candan", title = "Guest Editorial: Special Issue on Big Scholar Data Discovery and Collaboration {(Continued)}", journal = j-IEEE-TRANS-BIG-DATA, volume = "2", number = "2", pages = "100--100", month = jun, year = "2016", CODEN = "????", DOI = "https://doi.org/10.1109/TBDATA.2016.2591458", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Tue Oct 25 08:33:01 MDT 2016", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", } @Article{Xia:2016:SAR, author = "Feng Xia and Haifeng Liu and Ivan Lee and Longbing Cao", title = "Scientific Article Recommendation: Exploiting Common Author Relations and Historical Preferences", journal = j-IEEE-TRANS-BIG-DATA, volume = "2", number = "2", pages = "101--112", month = jun, year = "2016", CODEN = "????", DOI = "https://doi.org/10.1109/TBDATA.2016.2555318", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Tue Oct 25 08:33:01 MDT 2016", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", } @Article{West:2016:RSB, author = "Jevin D. West and Ian Wesley-Smith and Carl T. Bergstrom", title = "A Recommendation System Based on Hierarchical Clustering of an Article-Level Citation Network", journal = j-IEEE-TRANS-BIG-DATA, volume = "2", number = "2", pages = "113--123", month = jun, year = "2016", CODEN = "????", DOI = "https://doi.org/10.1109/TBDATA.2016.2541167", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Tue Oct 25 08:33:01 MDT 2016", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", } @Article{Datta:2016:HLW, author = "Subhajit Datta and Santonu Sarkar and A. S. M. Sajeev", title = "How Long Will This Live? {Discovering} the Lifespans of Software Engineering Ideas", journal = j-IEEE-TRANS-BIG-DATA, volume = "2", number = "2", pages = "124--137", month = jun, year = "2016", CODEN = "????", DOI = "https://doi.org/10.1109/TBDATA.2016.2580541", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Tue Oct 25 08:33:01 MDT 2016", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", } @Article{Yan:2016:DEB, author = "Zheng Yan and Wenxiu Ding and Xixun Yu and Haiqi Zhu and Robert H. Deng", title = "Deduplication on Encrypted Big Data in Cloud", journal = j-IEEE-TRANS-BIG-DATA, volume = "2", number = "2", pages = "138--150", month = jun, year = "2016", CODEN = "????", DOI = "https://doi.org/10.1109/TBDATA.2016.2587659", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Tue Oct 25 08:33:01 MDT 2016", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", } @Article{Hochbaum:2016:SCL, author = "Dorit S. Hochbaum and Philipp Baumann", title = "Sparse Computation for Large-Scale Data Mining", journal = j-IEEE-TRANS-BIG-DATA, volume = "2", number = "2", pages = "151--174", month = jun, year = "2016", CODEN = "????", DOI = "https://doi.org/10.1109/TBDATA.2016.2576470", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Tue Oct 25 08:33:01 MDT 2016", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", } @Article{Khan:2016:UNR, author = "Farhan Khan and Dariush Kari and Ilyas Alper Karatepe and Suleyman S. Kozat", title = "Universal Nonlinear Regression on High Dimensional Data Using Adaptive Hierarchical Trees", journal = j-IEEE-TRANS-BIG-DATA, volume = "2", number = "2", pages = "175--188", month = jun, year = "2016", CODEN = "????", DOI = "https://doi.org/10.1109/TBDATA.2016.2555323", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Tue Oct 25 08:33:01 MDT 2016", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", } @Article{Sheng:2016:GEB, author = "M. Sheng and A. V. Vasilakos and Q. Yu and L. You", title = "Guest Editorial: Big Data Analytics and the {Web}", journal = j-IEEE-TRANS-BIG-DATA, volume = "2", number = "3", pages = "189--189", month = sep, year = "2016", CODEN = "????", DOI = "https://doi.org/10.1109/TBDATA.2016.2613758", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Fri Aug 2 11:24:47 2019", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", keywords = "Big data; Data analysis; Internet; Special issues and sections; Web mining", } @Article{Shao:2016:CBS, author = "W. Shao and F. D. Salim and A. Song and A. Bouguettaya", title = "Clustering Big Spatiotemporal-Interval Data", journal = j-IEEE-TRANS-BIG-DATA, volume = "2", number = "3", pages = "190--203", month = sep, year = "2016", CODEN = "????", DOI = "https://doi.org/10.1109/TBDATA.2016.2599923", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Fri Aug 2 11:24:47 2019", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", keywords = "Big Data; big data; Big spatiotemporal-interval Data clustering; CBD area; Clustering; clustering; Energy efficiency; energy function; energy minimization; parking data collection; parking violation; pattern clustering; power aware computing; sensor; Sensors; Spatial temporal interval; Spatial-temporal interval", } @Article{Zhao:2016:DGP, author = "Y. Zhao and K. Yoshigoe and J. Bian and M. Xie and Z. Xue and Y. Feng", title = "A Distributed Graph-Parallel Computing System with Lightweight Communication Overhead", journal = j-IEEE-TRANS-BIG-DATA, volume = "2", number = "3", pages = "204--218", month = sep, year = "2016", CODEN = "????", DOI = "https://doi.org/10.1109/TBDATA.2016.2532907", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Fri Aug 2 11:24:47 2019", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", keywords = "Big data; big data; communication overhead; communication overhead reduction; Computational modeling; data analysis; Distributed graph-parallel computing; distributed graph-parallel computing system; edge direction-aware graph partition strategy; Gather partial sum difference; large-scale graph data; LightGraph; lightweight communication overhead; lightweight Gather communication mechanism; lightweight synchronizing communication; Ligraph; Mirrors; PageRank-like algorithms; parallel processing; Partitioning algorithms; PowerGraph; Runtime; Scalability; Synchronization; Twitter data set", } @Article{Wang:2016:KSP, author = "L. Wang and S. Tasoulis and T. Roos and J. Kangasharju", title = "{Kvasir}: Scalable Provision of Semantically Relevant {Web} Content on Big Data Framework", journal = j-IEEE-TRANS-BIG-DATA, volume = "2", number = "3", pages = "219--233", month = sep, year = "2016", CODEN = "????", DOI = "https://doi.org/10.1109/TBDATA.2016.2557348", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Fri Aug 2 11:24:47 2019", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", keywords = "Apache Spark; automated content provision service; Big data; Big Data; Big Data framework; classic randomized partition tree; content-based filtering; content-based retrieval; document indexing; document searching; Indexing; indexing; information flows; information retrieval; Information retrieval; information retrieval technique; Internet; Internet service; Kvasir architectural design; large text corpora; latent semantic analysis; machine learning; proactive content provision service; random projection; recommender systems; Scalability; semantic recommendation system; semantic relevant Web content; semantic search; semantic Web; Semantics; Sparks; trees (mathematics); Web application; Web browsing; work efficiency", } @Article{Chen:2016:ABD, author = "H. Chen and R. Kazman and S. Haziyev", title = "Agile Big Data Analytics for {Web}-Based Systems: An Architecture-Centric Approach", journal = j-IEEE-TRANS-BIG-DATA, volume = "2", number = "3", pages = "234--248", month = sep, year = "2016", CODEN = "????", DOI = "https://doi.org/10.1109/TBDATA.2016.2564982", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Fri Aug 2 11:24:47 2019", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", keywords = "AABA; agile practices; architectural spikes; architecture agility; architecture design methods; architecture-centric agile Big Data analytics; architecture-centric approach; Big Data; Big data; Collaboration; collaborative practice research cycles; Computer architecture; CPR cycles; Data analysis; data analysis; Data models; data systems; design concepts catalog; DevOps; Internet; Real-time systems; reference architectures; Software architecture; software architecture; software architecture analysis; software prototyping; System analysis and design; system analysis and design; WBS; Web-based systems", } @Article{Pan:2016:ABS, author = "E. Pan and D. Wang and Z. Han", title = "Analyzing Big Smart Metering Data Towards Differentiated User Services: A Sublinear Approach", journal = j-IEEE-TRANS-BIG-DATA, volume = "2", number = "3", pages = "249--261", month = sep, year = "2016", CODEN = "????", DOI = "https://doi.org/10.1109/TBDATA.2016.2599924", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Fri Aug 2 11:24:47 2019", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", keywords = "Benchmark testing; Big Data; Big data; big smart metering data analysis; classification; Companies; Computational modeling; data analysis; Data models; differentiated user services; electricity usage behaviors; electricity usage distributions; energy consumption; extracted characteristic consumer load shapes; fine-time granularity; historic usage patterns; load profile; power engineering computing; Pricing; Smart meter; Smart meters; smart meters; sublinear algorithm; time-of-use perspective; usage profiles; user service model", } @Article{Wu:2016:TRT, author = "L. Wu and K. {John Wu} and A. Sim and M. Churchill and J. Y. Choi and A. Stathopoulos and C. Chang and S. Klasky", title = "Towards Real-Time Detection and Tracking of Spatio-Temporal Features: Blob-Filaments in Fusion Plasma", journal = j-IEEE-TRANS-BIG-DATA, volume = "2", number = "3", pages = "262--275", month = sep, year = "2016", CODEN = "????", DOI = "https://doi.org/10.1109/TBDATA.2016.2599929", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Fri Aug 2 11:24:47 2019", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", keywords = "Big data; Big data analytics; blob-filaments; Cray XC30 system; data analysis; Data analysis; Detection algorithms; Edison; Electronic mail; extended feature cells grouping; feature extraction; Feature extraction; feature movement tracking; fusion plasma; fusion reactor data; fusion reactors; local feature cells identification; NERSC; physics computing; Plasmas; real-time detection; real-time detection and tracking; Real-time systems; real-time tracking; spatio-temporal feature; spatio-temporal features", } @Article{Zheng:2016:VAU, author = "Y. Zheng and W. Wu and Y. Chen and H. Qu and L. M. Ni", title = "Visual Analytics in Urban Computing: An Overview", journal = j-IEEE-TRANS-BIG-DATA, volume = "2", number = "3", pages = "276--296", month = sep, year = "2016", CODEN = "????", DOI = "https://doi.org/10.1109/TBDATA.2016.2586447", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Fri Aug 2 11:24:47 2019", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", keywords = "artificial intelligence; data analysis; data exploration; data mining; data mining process; data types; data visualisation; Data visualization; learning (artificial intelligence); machine learning; multivariate; pattern interpretation; Public transportation; Roads; Sensors; Social network services; spatio-temporal; town and country planning; Urban areas; urban computing; Urban computing; urban visual analytics; Visual analytics; visual analytics; visual learning; visualization", } @Article{Dong:2016:HDP, author = "L. Dong and Z. Lin and Y. Liang and L. He and N. Zhang and Q. Chen and X. Cao and E. Izquierdo", title = "A Hierarchical Distributed Processing Framework for Big Image Data", journal = j-IEEE-TRANS-BIG-DATA, volume = "2", number = "4", pages = "297--309", month = dec, year = "2016", CODEN = "????", DOI = "https://doi.org/10.1109/TBDATA.2016.2613992", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Fri Aug 2 11:24:47 2019", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", keywords = "Big Data; Big data; big image data; cloud computing; Cloud computing; cloud computing; Distributed databases; distributed system; dynamic ICP; Heuristic algorithms; hierarchical distributed processing framework; image cloud processing; Image processing; image processing; image representation; ImageNet dataset; Iterative closest point algorithm; MapReduce; P-Image; Parallel processing; parallel processing procedure; parallel programming; static ICP; two novel data representations", } @Article{Basanta-Val:2016:ATC, author = "P. Basanta-Val and N. C. Audsley and A. J. Wellings and I. Gray and N. Fern{\'a}ndez-Garc{\'\i}a", title = "Architecting Time-Critical Big-Data Systems", journal = j-IEEE-TRANS-BIG-DATA, volume = "2", number = "4", pages = "310--324", month = dec, year = "2016", CODEN = "????", DOI = "https://doi.org/10.1109/TBDATA.2016.2622719", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Fri Aug 2 11:24:47 2019", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", keywords = "application costs; Big Data; Big data; Big-Data analytics; big-data systems; Computational modeling; Computer architecture; data analysis; parallel computations; real-time system community; Social network services; Sparks; Storms; Time factors; Time-critical; time-critical Big-Data system architecture; time-critical infrastructure", } @Article{Kit:2016:EIG, author = "D. Kit and Y. Kong and Y. Fu", title = "Efficient Image Geotagging Using Large Databases", journal = j-IEEE-TRANS-BIG-DATA, volume = "2", number = "4", pages = "325--338", month = dec, year = "2016", CODEN = "????", DOI = "https://doi.org/10.1109/TBDATA.2016.2600564", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Fri Aug 2 11:24:47 2019", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", keywords = "Big data; Clothing; clustering; Databases; density estimation methods; geography; geolocation; Geology; image geotagging; image retrieval; large databases; large image database; LASOM; location aware self-organizing map; online unsupervised clustering method; photo sharing Websites; self-organising feature maps; Self-organizing maps; similarity relationships; Support vector machines; tourism recommendation systems; Urban areas; visual databases; Visualization; Web sites", } @Article{Bharill:2016:FBS, author = "N. Bharill and A. Tiwari and A. Malviya", title = "Fuzzy Based Scalable Clustering Algorithms for Handling Big Data Using {Apache Spark}", journal = j-IEEE-TRANS-BIG-DATA, volume = "2", number = "4", pages = "339--352", month = dec, year = "2016", CODEN = "????", DOI = "https://doi.org/10.1109/TBDATA.2016.2622288", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Fri Aug 2 11:24:47 2019", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", keywords = "Algorithm design and analysis; Apache Spark; Big Data; big data; Big data; Big Data analytics frameworks; Clustering algorithms; Data mining; distributed machine learning; fuzzy based scalable clustering algorithms; Fuzzy clustering; fuzzy set theory; iterative computation; iterative methods; optimisation; Optimization; partitional based clustering algorithms; Partitioning algorithms; pattern clustering; scalable random sampling with iterative optimization fuzzy c-means algorithm; space complexity; Sparks; SRSIO-FCM; time complexity", } @Article{Li:2016:PMP, author = "T. Li and J. Tang and J. Xu", title = "Performance Modeling and Predictive Scheduling for Distributed Stream Data Processing", journal = j-IEEE-TRANS-BIG-DATA, volume = "2", number = "4", pages = "353--364", month = dec, year = "2016", CODEN = "????", DOI = "https://doi.org/10.1109/TBDATA.2016.2616148", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Fri Aug 2 11:24:47 2019", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", keywords = "application graph; Big Data; continuous query; Data models; Data processing; directed graph; directed graphs; Distributed databases; distributed processing; Distributed stream data processing; distributed stream data processing system; log stream processing; novel predictive scheduling framework; performance modeling; prediction; Predictive models; Queueing analysis; runtime statistics; scheduling; storm; Storm; Storms; Topology; topology-aware prediction method; word count", } @Article{Shao:2016:SNN, author = "M. Shao and X. Wu and Y. Fu", title = "Scalable Nearest Neighbor Sparse Graph Approximation by Exploiting Graph Structure", journal = j-IEEE-TRANS-BIG-DATA, volume = "2", number = "4", pages = "365--380", month = dec, year = "2016", CODEN = "????", DOI = "https://doi.org/10.1109/TBDATA.2016.2617883", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Fri Aug 2 11:24:47 2019", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", keywords = "Approximation algorithms; Approximation error; approximation error; approximation theory; Big data; Clustering algorithms; graph structure; graph theory; inter-graph; intra-graph; intra-graphs; Kernel; kernel learning; Laplace equations; learning (artificial intelligence); manifold learning; nearest neighbor graph; novel sparse inter-graph approximation algorithm; Scalable graph approximation; scalable nearest neighbor sparse graph approximation; Sparse matrices; spectral clustering", } @Article{Nabavinejad:2016:MCR, author = "S. M. Nabavinejad and M. Goudarzi and S. Mozaffari", title = "The Memory Challenge in Reduce Phase of {MapReduce} Applications", journal = j-IEEE-TRANS-BIG-DATA, volume = "2", number = "4", pages = "380--386", month = dec, year = "2016", CODEN = "????", DOI = "https://doi.org/10.1109/TBDATA.2016.2607756", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Fri Aug 2 11:24:47 2019", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", keywords = "Benchmark testing; Big data; Big Data; Big Data processing; big data processing; Degradation; Hadoop; Indexes; intermediate data generation; Map tasks; MapReduce; MapReduce applications; memory challenge; Memory management; memory-aware approach; memory-awareness; Mnemonic approach; parallel programming; profiling mechanism; PUMA benchmark; Random access memory; Reduce tasks; storage management; Tuning", } @Article{Yang:2017:SJE, author = "Q. Yang", title = "State of the Journal Editorial", journal = j-IEEE-TRANS-BIG-DATA, volume = "3", number = "1", pages = "1--1", month = mar, year = "2017", CODEN = "????", DOI = "https://doi.org/10.1109/TBDATA.2017.2660258", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Fri Aug 2 11:24:47 2019", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", } @Article{Lin:2017:GEB, author = "Y. Lin and H. Tong and J. Tang and K. S. Candan", title = "Guest Editorial: Big Scholar Data Discovery and Collaboration", journal = j-IEEE-TRANS-BIG-DATA, volume = "3", number = "1", pages = "2--2", month = mar, year = "2017", CODEN = "????", DOI = "https://doi.org/10.1109/TBDATA.2017.2663878", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Fri Aug 2 11:24:47 2019", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", keywords = "Collaboration; Information retrieval; Knowledge discovery; Special issues and sections", } @Article{Datta:2017:HHE, author = "S. Datta and P. Basuchowdhuri and S. Acharya and S. Majumder", title = "The Habits of Highly Effective Researchers: An Empirical Study", journal = j-IEEE-TRANS-BIG-DATA, volume = "3", number = "1", pages = "3--17", month = mar, year = "2017", CODEN = "????", DOI = "https://doi.org/10.1109/TBDATA.2016.2611668", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Fri Aug 2 11:24:47 2019", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", keywords = "Algorithm design and analysis; AMiner Paper Citation; artificial intelligence; Author Collaboration Networks; Bibliometrics; Big data; citation analysis; co-authorship networks; Collaboration; Context; databases; dominating sets; empirical examination; graph algorithms; influential individuals cuts; influential vertices; Measurement; networking; operating systems; social network analysis; Social network services; social networking (online); software engineering", } @Article{Xia:2017:BSD, author = "F. Xia and W. Wang and T. M. Bekele and H. Liu", title = "Big Scholarly Data: A Survey", journal = j-IEEE-TRANS-BIG-DATA, volume = "3", number = "1", pages = "18--35", month = mar, year = "2017", CODEN = "????", DOI = "https://doi.org/10.1109/TBDATA.2016.2641460", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Fri Aug 2 11:24:47 2019", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", keywords = "academic recommendation; academic social networks; Bibliographies; Big Data; Big data; big scholarly data; citation analysis; content analysis; Crawlers; data analysis; Data analysis; data analysis methods; Data mining; digital publishing; expert finding; Libraries; Metadata; Scholarly data; scholarly data management; scholarly information analysis; scholarly information harvesting; scholarly information management; scholarly networks; science of science; scientific impact evaluation; social network analysis; Social network services; social networking (online); statistical analysis", } @Article{Wang:2017:GEB, author = "J. Wang and G. Qi and N. Sebe and C. Aggarwal", title = "Guest Editorial: Big Media Data: Understanding, Search, and Mining", journal = j-IEEE-TRANS-BIG-DATA, volume = "3", number = "1", pages = "36--36", month = mar, year = "2017", CODEN = "????", DOI = "https://doi.org/10.1109/TBDATA.2017.2665161", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Fri Aug 2 11:24:47 2019", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", keywords = "Big data; Image classification; Image processing; Market research; Media; Object recognition; Special issues and sections", } @Article{Chen:2017:LCF, author = "K. Chen and Z. Zhang", title = "Learning to Classify Fine-Grained Categories with Privileged Visual-Semantic Misalignment", journal = j-IEEE-TRANS-BIG-DATA, volume = "3", number = "1", pages = "37--43", month = mar, year = "2017", CODEN = "????", DOI = "https://doi.org/10.1109/TBDATA.2016.2602231", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Fri Aug 2 11:24:47 2019", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", keywords = "computer vision; Computer vision; Correlation; cost-sensitive learning; cost-sensitive learning framework; deep feature; feature extraction; Feature extraction; feature inconsistency; fine-grained categories; Fine-grained categorisation; fine-grained class labels correlation; image categorisation; image classification; image representation; imagery feature representation variation; interclass variation; intraclass variation; learning (artificial intelligence); multiclass classification; Neural networks; privileged visual-semantic misalignment; robust classification framework; semantic content; semantic label embedding; semantic label embedding space; Semantics; Training; visual feature space; visual-semantic alignment; Visualization", } @Article{Chen:2017:ROP, author = "Z. Chen and W. Zhang and B. Hu and X. Cao and S. Liu and D. Meng", title = "Retrieving Objects by Partitioning", journal = j-IEEE-TRANS-BIG-DATA, volume = "3", number = "1", pages = "44--54", month = mar, year = "2017", CODEN = "????", DOI = "https://doi.org/10.1109/TBDATA.2016.2566664", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Fri Aug 2 11:24:47 2019", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", keywords = "background-interference; Big Data; Big data; big data retrieval; cluttered background; Context; coverage; feature coding; feature extraction; fine partitioning; image coding; Image coding; image collection; image representation; image retrieval; Indexes; Interference; maximum objectness score; minimum redundancy; object detection; object level connectivity; object proposal; object proposals; Object retrieval; object retrieval benchmark datasets; object retrieval technique; partitioned objects; partitioned proposals; partitioning; Proposals; query object; reference images; reranking; Visualization", } @Article{Hu:2017:TTC, author = "T. Hu and E. Bigelow and J. Luo and H. Kautz", title = "Tales of Two Cities: Using Social Media to Understand Idiosyncratic Lifestyles in Distinctive Metropolitan Areas", journal = j-IEEE-TRANS-BIG-DATA, volume = "3", number = "1", pages = "55--66", month = mar, year = "2017", CODEN = "????", DOI = "https://doi.org/10.1109/TBDATA.2016.2580542", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Fri Aug 2 11:24:47 2019", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", keywords = "Big Data; Big data; Correlation; freely available social media data; Greater New York City area; Greater Rochester area; human behavior patterns; idiosyncratic lifestyles; Lifestyles; matrix decomposition; matrix factor analysis; Media; mental lives; metropolitan area; physical lives; salient mobility; social computing; social groups; social networking (online); Sociology; Tensile stress; United States; unsupervised method; Urban areas; urban computing; workrest patterns", } @Article{Zhao:2017:SRP, author = "G. Zhao and X. Qian and C. Kang", title = "Service Rating Prediction by Exploring Social Mobile Users Geographical Locations", journal = j-IEEE-TRANS-BIG-DATA, volume = "3", number = "1", pages = "67--78", month = mar, year = "2017", CODEN = "????", DOI = "https://doi.org/10.1109/TBDATA.2016.2552541", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Fri Aug 2 11:24:47 2019", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", keywords = "Big data; data mining; fundamentally enhanced social networks; geographic information systems; geographical information; geographical location; Geographical location; intelligent mobile device; location data functions; location-based social networks; Mobile communication; mobile computing; positioning techniques; Predictive models; rating prediction; recommender system; Recommender systems; recommender systems; service rating prediction; smart phone; Smart phones; social mobile users; Social network services; social networking (online); social rating network dataset Yelp; unified rating prediction model; user-item geographical connection; user-user geographical connection; virtual social networks; Web services", } @Article{Singh:2017:DSD, author = "D. Singh and D. Roy and C. K. Mohan", title = "{DiP-SVM}: Distribution Preserving Kernel Support Vector Machine for Big Data", journal = j-IEEE-TRANS-BIG-DATA, volume = "3", number = "1", pages = "79--90", month = mar, year = "2017", CODEN = "????", DOI = "https://doi.org/10.1109/TBDATA.2016.2646700", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Fri Aug 2 11:24:47 2019", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", keywords = "Big Data; Big data; big data; classification accuracy; cloud computing; cloud environments; clustering; DiP-SVM; distributed computing; distributed support vector machine techniques; Distributed SVM; distribution preserving kernel support vector machine; distribution preserving partitioning; first order statistics; global support vectors; Indexes; Kernel; learning (artificial intelligence); local support vectors; pattern classification; Quadratic programming; second order statistics; sequential support vector machine; statistics; Support vector machines; support vector machines; Training; Training data", } @Article{Shen:2017:SOS, author = "H. Shen and G. Liu and H. Wang and N. Vithlani", title = "{SocialQ\&A}: An Online Social Network Based Question and Answer System", journal = j-IEEE-TRANS-BIG-DATA, volume = "3", number = "1", pages = "91--106", month = mar, year = "2017", CODEN = "????", DOI = "https://doi.org/10.1109/TBDATA.2016.2629487", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Fri Aug 2 11:24:47 2019", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", keywords = "answer quality; Big data; common-interest friend relationship; Computers; data privacy; high quality answers; information search; Knowledge engineering; mutual-trust friend relationship; online social network based question and answer system; Privacy; Question and answer systems; question answering (information retrieval); recurrent questions; Search engines; Security; short answer; Social network services; social networking (online); social networks; SocialQ&A; user privacy; user security", } @Article{Zhao:2017:TEF, author = "D. Zhao and K. Qiao and Z. Zhou and T. Li and Z. Lu and X. Xu", title = "Toward Efficient and Flexible Metadata Indexing of Big Data Systems", journal = j-IEEE-TRANS-BIG-DATA, volume = "3", number = "1", pages = "107--117", month = mar, year = "2017", CODEN = "????", DOI = "https://doi.org/10.1109/TBDATA.2016.2640301", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Fri Aug 2 11:24:47 2019", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", keywords = "Big Data; Big data; Big Data systems; Big data systems, high-performance computing, indexing; big metadata; Buildings; Computer science; data locality; Dindex; distributed databases; distributed file system; distributed metadata indexing service; Electronic mail; flexible metadata indexing; hierarchical indirection layers; high-performance computing; Indexing; indexing; lightweight distributed key-value store; load-balance; meta data; Metadata; metadata queries; parallel processing; resource allocation", } @Article{Anonymous:2017:RL, author = "Anonymous", title = "2016 Reviewers List*", journal = j-IEEE-TRANS-BIG-DATA, volume = "3", number = "1", pages = "118--123", month = mar, year = "2017", CODEN = "????", DOI = "https://doi.org/10.1109/TBDATA.2017.2653298", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Fri Aug 2 11:24:47 2019", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", keywords = "IEEE publishing", } @Article{Anonymous:2017:IIT, author = "Anonymous", title = "2016 Index {{\booktitle{IEEE Transactions on Big Data}}} Vol. 2", journal = j-IEEE-TRANS-BIG-DATA, volume = "3", number = "1", pages = "1--6", month = mar, year = "2017", CODEN = "????", DOI = "https://doi.org/10.1109/TBDATA.2017.2658578", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Fri Aug 2 11:24:47 2019", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", } @Article{Zheng:2017:GEU, author = "Y. Zheng and C. Mascolo and C. T. Silva", title = "Guest Editorial: Urban Computing", journal = j-IEEE-TRANS-BIG-DATA, volume = "3", number = "2", pages = "124--125", month = jun, year = "2017", CODEN = "????", DOI = "https://doi.org/10.1109/TBDATA.2017.2699838", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Fri Aug 2 11:24:47 2019", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", keywords = "Biological system modeling; Computer applications; Data visualization; Global Positioning System; Mobile handsets; Sensors; Special issues and sections; Tracking; Traffic congestion; Urban areas", } @Article{Ding:2017:DAU, author = "Y. Ding and Y. Li and K. Deng and H. Tan and M. Yuan and L. M. Ni", title = "Detecting and Analyzing Urban Regions with High Impact of Weather Change on Transport", journal = j-IEEE-TRANS-BIG-DATA, volume = "3", number = "2", pages = "126--139", month = jun, year = "2017", CODEN = "????", DOI = "https://doi.org/10.1109/TBDATA.2016.2623320", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Fri Aug 2 11:24:47 2019", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", keywords = "feature extraction; Feature extraction; Indexes; key factor analysis; meteorology; Meteorology; Public transportation; regional weather-traffic sensitivity index; Roads; Shanghai; town and country planning; traffic engineering computing; traffic prediction; Trajectory analysis; transport; Urban areas; urban computing; urban planners; urban region analysis; urban region detection; urban region traffic; Vehicles; weather change; weather-traffic index; weather-traffic index system; weather-traffic indices extraction; WTI system", } @Article{Tang:2017:SLH, author = "X. Tang and E. Eftelioglu and D. Oliver and S. Shekhar", title = "Significant Linear Hotspot Discovery", journal = j-IEEE-TRANS-BIG-DATA, volume = "3", number = "2", pages = "140--153", month = jun, year = "2017", CODEN = "????", DOI = "https://doi.org/10.1109/TBDATA.2016.2631518", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Fri Aug 2 11:24:47 2019", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", keywords = "Accidents; Diseases; Euclidean space; Heuristic algorithms; Hotspot detection; hotspot detection approaches; Monte Carlo speedup; neighbor node filter; public safety; road safety; Roads; Safety; shortest path tree pruning; significant linear hotspot discovery; SLHD; spatial data mining; Spatial databases; spatial networks; statistical analysis; statistical significance; traffic engineering computing; transportation; transportation safety", } @Article{Goel:2017:OPP, author = "P. Goel and L. Kulik and K. Ramamohanarao", title = "Optimal Pick up Point Selection for Effective Ride Sharing", journal = j-IEEE-TRANS-BIG-DATA, volume = "3", number = "2", pages = "154--168", month = jun, year = "2017", CODEN = "????", DOI = "https://doi.org/10.1109/TBDATA.2016.2599936", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Fri Aug 2 11:24:47 2019", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", keywords = "1-coverage problem; Automobiles; car occupancy rates; computational geometry; data privacy; drop off locations; dynamic ride sharing; GRASP; greedy algorithms; greedy randomized adaptive search procedure; k-anonymity model; optimal pick up point selection; optimization; Pareto front; Pareto optimisation; pick up locations; Privacy; randomised algorithms; ride sharing; road networks; road traffic; Roads; Safety; search problems; Sociology; spatial databases and GIS; Statistics; traffic engineering computing; user privacy; user safety; video surveillance; Voronoi diagrams", } @Article{Nguyen:2017:DCP, author = "H. Nguyen and W. Liu and F. Chen", title = "Discovering Congestion Propagation Patterns in Spatio-Temporal Traffic Data", journal = j-IEEE-TRANS-BIG-DATA, volume = "3", number = "2", pages = "169--180", month = jun, year = "2017", CODEN = "????", DOI = "https://doi.org/10.1109/TBDATA.2016.2587669", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Fri Aug 2 11:24:47 2019", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", keywords = "Bayes methods; Big data; causal; Congestion propagation; congestion propagation pattern discovery; data mining; Data models; dynamic Bayesian network; Heuristic algorithms; Hidden Markov models; knowledge discovery community; probability; road capacity; road network; Roads; Sensors; spatio-temporal; spatio-temporal congestions; spatio-temporal traffic data; traffic congestion; traffic engineering computing; travel time data set; trees (mathematics); urban computing and planning; urban road network", } @Article{Sarkar:2017:EUS, author = "S. Sarkar and S. Chawla and S. Ahmad and J. Srivastava and H. Hammady and F. Filali and W. Znaidi and J. Borge-Holthoefer", title = "Effective Urban Structure Inference from Traffic Flow Dynamics", journal = j-IEEE-TRANS-BIG-DATA, volume = "3", number = "2", pages = "181--193", month = jun, year = "2017", CODEN = "????", DOI = "https://doi.org/10.1109/TBDATA.2016.2641003", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Fri Aug 2 11:24:47 2019", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", keywords = "Bluetooth sensors; convex optimization; dense functional matrices; effective and functional connectivity; inference mechanisms; Network structure discovery; optimal sparse representations; Planning; Real-time systems; Roads; science of cities; Sensors; Sparse matrices; temporal granularity; time-varying effective traffic connectivity; town and country planning; traffic engineering computing; traffic flow dynamics; traffic flow representation; traffic planning; Urban areas; urban mobility; urban planning; urban structure inference; Vehicle dynamics", } @Article{Le:2017:LGP, author = "T. V. Le and R. Oentaryo and S. Liu and H. C. Lau", title = "Local {Gaussian} Processes for Efficient Fine-Grained Traffic Speed Prediction", journal = j-IEEE-TRANS-BIG-DATA, volume = "3", number = "2", pages = "194--207", month = jun, year = "2017", CODEN = "????", DOI = "https://doi.org/10.1109/TBDATA.2016.2620488", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Fri Aug 2 11:24:47 2019", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", keywords = "Big Data; Big data; big traffic data; cubic time complexity; fine-grained traffic speed prediction; Gaussian process; Gaussian processes; GP; GP kernel functions; local Gaussian processes; matrix decomposition; matrix factorization; nonnegative matrix factorization; Predictive models; road traffic; Roads; Sensors; spatiotemporal clustering; Spatiotemporal phenomena; spatiotemporally varying traffic speed; traffic engineering computing; traffic phenomena; traffic speed; transportation; Urban areas; urban computing; urban development; urban planning; urban transportation system", } @Article{Jiang:2017:ABH, author = "S. Jiang and J. Ferreira and M. C. Gonzalez", title = "Activity-Based Human Mobility Patterns Inferred from Mobile Phone Data: A Case Study of {Singapore}", journal = j-IEEE-TRANS-BIG-DATA, volume = "3", number = "2", pages = "208--219", month = jun, year = "2017", CODEN = "????", DOI = "https://doi.org/10.1109/TBDATA.2016.2631141", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Fri Aug 2 11:24:47 2019", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", keywords = "activity-based approach; activity-based human mobility patterns; anonymous users; CDR; data mining; Data mining; digital simulation; fiscal resources; future sustainable development; human mobility networks; individual mobility networks; innovative data mining framework; mobile computing; Mobile handsets; mobile phone call detail record data; Mobile phone data; mobile phone data; mobility motif detection; Planning; public sector; shrinking labor; Singapore; Sociology; spatial human mobility patterns; Statistics; sustainable development; town and country planning; traffic engineering computing; trajectory data mining; Transportation; transportation planning practice; transportation planning purposes; travel survey data; ubiquitous mobile sensing; Urban areas; urban computing; urban microsimulations; urban planning purposes", } @Article{Celikten:2017:MUB, author = "E. {\c{C}}elikten and G. {Le Falher} and M. Mathioudakis", title = "Modeling Urban Behavior by Mining Geotagged Social Data", journal = j-IEEE-TRANS-BIG-DATA, volume = "3", number = "2", pages = "220--233", month = jun, year = "2017", CODEN = "????", DOI = "https://doi.org/10.1109/TBDATA.2016.2628398", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Fri Aug 2 11:24:47 2019", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", keywords = "Analytical models; Bars; behavioural sciences computing; Big data; cities; city regions; data mining; Data models; Foursquare data; geotagged social data mining; importance features; location based social network; location-based social networks; Probabilistic logic; probabilistic modeling approach; probability; Social network services; social networking (online); town and country planning; Urban areas; urban behavior modeling; Urban computing; urban dwellers; user activity", } @Article{Lu:2017:VAM, author = "M. Lu and C. Lai and T. Ye and J. Liang and X. Yuan", title = "Visual Analysis of Multiple Route Choices Based on General {GPS} Trajectories", journal = j-IEEE-TRANS-BIG-DATA, volume = "3", number = "2", pages = "234--247", month = jun, year = "2017", CODEN = "????", DOI = "https://doi.org/10.1109/TBDATA.2017.2667700", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Fri Aug 2 11:24:47 2019", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", keywords = "behavioural sciences; Big data; data analysis; Data mining; data visualisation; Data visualization; general trajectory dataset; Global Positioning System; graphical trajectory query; information filtering; integrated route choice model; interaction; interactive trajectory filtering; large-scale trajectory data handling; multiple route choice behaviour; query processing; Route choice behaviour; route choice model; spatial visualization; system performance; taxi GPS dataset; traffic engineering computing; Trajectory; transportation; transportation area; Vehicles; visual analysis; visual analytic system; Visualization", } @Article{Sidhanta:2017:ASA, author = "S. Sidhanta and W. Golab and S. Mukhopadhyay and S. Basu", title = "Adaptable {SLA}-Aware Consistency Tuning for Quorum-Replicated Datastores", journal = j-IEEE-TRANS-BIG-DATA, volume = "3", number = "3", pages = "248--261", month = sep, year = "2017", CODEN = "????", DOI = "https://doi.org/10.1109/TBDATA.2017.2656121", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Fri Aug 2 11:24:47 2019", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", keywords = "adaptable SLA-aware consistency tuning; availability; Big data; client-centric consistency; contracts; decision tree learning; decision trees; Distributed databases; distributed datastores; distributed file systems; distributed systems; learning (artificial intelligence); machine learning; machine learning-based predictive framework; Mathematical model; middleware; OptCon; performance evaluation; Predictive models; quorum-based replication; quorum-replicated datastores; reliability; replicated databases; Runtime; service level agreement; serviceability; staleness thresholds; storage management; storage management high availability; storage operation; Throughput; Tuning; user-specified latency", } @Article{Chan:2017:DSL, author = "Y. Chan and A. Wellings and I. Gray and N. Audsley", title = "A Distributed Stream Library for {Java 8}", journal = j-IEEE-TRANS-BIG-DATA, volume = "3", number = "3", pages = "262--275", month = sep, year = "2017", CODEN = "????", DOI = "https://doi.org/10.1109/TBDATA.2017.2666201", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Fri Aug 2 11:24:47 2019", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib; https://www.math.utah.edu/pub/tex/bib/java2010.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", keywords = "application program interfaces; Big Data; Big data; Big Data systems; Computational modeling; Data models; data-parallel computing; distributed computing; distributed stream library; Hadoop; Java; Java 8 Streams API; parallel processing; Pipelines; Programming; programming models; Spark; Sparks", } @Article{Chopade:2017:FCD, author = "P. Chopade and J. Zhan", title = "A Framework for Community Detection in Large Networks Using Game-Theoretic Modeling", journal = j-IEEE-TRANS-BIG-DATA, volume = "3", number = "3", pages = "276--288", month = sep, year = "2017", CODEN = "????", DOI = "https://doi.org/10.1109/TBDATA.2016.2628725", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Fri Aug 2 11:24:47 2019", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", keywords = "adjacency; Big data; clustering; community detection; community network analysis; community network quality; community partitioning; Complex networks; Detection algorithms; fitness function; game theory; Game theory; game-theoretic community detection algorithm; game-theoretic modeling; Games; Laplacian; large network analysis; large-scale networks; modified adjacency; modified Laplacian matrices; modified modularity; modularity; modularity measure; Nash equilibrium; Nash stable partition; neighborhood similarity; NGTCDA; normalized mutual information; Optimization; regular complex networks; similarity; Social network services; social networking (online); strategic game; synthetic complex networks", } @Article{Agreste:2017:ECA, author = "S. Agreste and P. {De Meo} and G. Fiumara and G. Piccione and S. Piccolo and D. Rosaci and G. M. L. Sarn{\'e} and A. V. Vasilakos", title = "An Empirical Comparison of Algorithms to Find Communities in Directed Graphs and Their Application in {Web} Data Analytics", journal = j-IEEE-TRANS-BIG-DATA, volume = "3", number = "3", pages = "289--306", month = sep, year = "2017", CODEN = "????", DOI = "https://doi.org/10.1109/TBDATA.2016.2631512", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Fri Aug 2 11:24:47 2019", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", keywords = "Algorithm design and analysis; Big data; community detection algorithms; community detection and clustering; Data analysis; data analysis; Detection algorithms; directed graphs; edge directionality; eigenvector; graph analytics; Image edge detection; Infomap; Internet; label propagation; Microscopy; WalkTrap; Web data analytics; Web sites; Web-based systems", } @Article{Zhu:2017:EST, author = "J. Y. Zhu and C. Sun and V. O. K. Li", title = "An Extended Spatio-Temporal {Granger} Causality Model for Air Quality Estimation with Heterogeneous Urban Big Data", journal = j-IEEE-TRANS-BIG-DATA, volume = "3", number = "3", pages = "307--319", month = sep, year = "2017", CODEN = "????", DOI = "https://doi.org/10.1109/TBDATA.2017.2651898", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Fri Aug 2 11:24:47 2019", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", keywords = "air pollution; Air pollution; air quality; air quality estimation; air quality monitoring stations; Atmospheric modeling; Big Data; big data; Big data; causality; city-wide air quality estimation; computational complexity; data analysis; data diversity; environmental monitoring (geophysics); environmental science computing; Estimation; extended spatio-temporal Granger causality model; Granger causality; grid computing; grid-based algorithm; heterogeneous; heterogeneous urban big data; Monitoring; region of influence; ROI; spatio-temporal (ST); town and country planning; Vehicle dynamics", } @Article{Tian:2017:DIS, author = "Y. Tian and I. Alagiannis and E. Liarou and A. Ailamaki and P. Michiardi and M. {Vukoli }", title = "{DiNoDB}: An Interactive-Speed Query Engine for Ad-Hoc Queries on Temporary Data", journal = j-IEEE-TRANS-BIG-DATA, volume = "3", number = "3", pages = "320--333", month = sep, year = "2017", CODEN = "????", DOI = "https://doi.org/10.1109/TBDATA.2016.2637356", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Fri Aug 2 11:24:47 2019", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", keywords = "ad-hoc interactive analytics; ad-hoc queries; analytics applications; Batch production systems; Big data; Computer architecture; Data analysis; data exploration use cases; data handling; data sets; DiNoDB; Engines; heavy batch processing jobs; indexing methods; interactive analytics solutions; interactive-speed query engine; learning (artificial intelligence); Loading; machine learning; metadata; Metadata; modern workflows; Parallel databases; piggyback; query processing; RDBMS; relational databases; temporary data", } @Article{Wu:2017:EED, author = "B. Wu and H. Shen", title = "Exploiting Efficient Densest Subgraph Discovering Methods for Big Data", journal = j-IEEE-TRANS-BIG-DATA, volume = "3", number = "3", pages = "334--348", month = sep, year = "2017", CODEN = "????", DOI = "https://doi.org/10.1109/TBDATA.2016.2625307", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Fri Aug 2 11:24:47 2019", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", keywords = "Algorithm design and analysis; Approximation algorithms; Big Data; Big data; Big Data; Clustering algorithms; Complex networks; Computers; densest subgraph discovering methods; graph analysis; graph theory; heuristic algorithm; Heuristic algorithms; MapReduce; natural graphs; Social network, big graph, data analysis; undirected graphs", } @Article{Ota:2017:SST, author = "M. Ota and H. Vo and C. Silva and J. Freire", title = "{STaRS}: Simulating Taxi Ride Sharing at Scale", journal = j-IEEE-TRANS-BIG-DATA, volume = "3", number = "3", pages = "349--361", month = sep, year = "2017", CODEN = "????", DOI = "https://doi.org/10.1109/TBDATA.2016.2627223", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Fri Aug 2 11:24:47 2019", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", keywords = "Big data; computational complexity; Computational modeling; gasoline consumption; optimisation; optimization; policy makers; pollution; Public transportation; Real-time systems; resource consumption; Roads; scalability; shortest-path index; simulating taxi ride sharing; simulation; STaRS; Taxi ride sharing; traffic congestion reduction; traffic engineering computing; transportation; Urban areas; urban computing; urban populations; Vehicles", } @Article{Zhang:2017:TPD, author = "D. Zhang and T. He and S. Lin and S. Munir and J. A. Stankovic", title = "Taxi-Passenger-Demand Modeling Based on Big Data from a Roving Sensor Network", journal = j-IEEE-TRANS-BIG-DATA, volume = "3", number = "3", pages = "362--374", month = sep, year = "2017", CODEN = "????", DOI = "https://doi.org/10.1109/TBDATA.2016.2627224", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Fri Aug 2 11:24:47 2019", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", keywords = "Big Data; big data; Big data; big transportation data; Data models; demand modeling; Dmodel; Global Positioning System; Hidden Markov models; Manuals; mobile computing; pickup pattern; public transport; real-time analysis; real-time mobile sensors; Real-time systems; real-time systems; roving sensor network; taxi-passenger-demand modeling; taxicab business; Taxicab system; traffic information systems; Training", } @Article{Zhu:2017:SIB, author = "J. Zhu and A. Liu and M. Chen and T. Tasdizen and H. Su", title = "Special Issue on Biomedical Big Data: Understanding, Learning and Applications", journal = j-IEEE-TRANS-BIG-DATA, volume = "3", number = "4", pages = "375--377", month = dec, year = "2017", CODEN = "????", DOI = "https://doi.org/10.1109/TBDATA.2017.2772930", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Fri Aug 2 11:24:47 2019", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", keywords = "Big Data; Biomedical imaging; Brain computer interfaces; Computer vision; Image segmentation; Neuroimaging; Special issues and sections", } @Article{Liu:2017:GRE, author = "F. Liu and J. Rosenberger and Y. Lou and R. Hosseini and J. Su and S. Wang", title = "Graph Regularized {EEG} Source Imaging with In-Class Consistency and Out-Class Discrimination", journal = j-IEEE-TRANS-BIG-DATA, volume = "3", number = "4", pages = "378--391", month = dec, year = "2017", CODEN = "????", DOI = "https://doi.org/10.1109/TBDATA.2017.2756664", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Fri Aug 2 11:24:47 2019", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", keywords = "Big Data; brain activity; Brain modeling; brain source activation pattern; brain states; discriminative source; EEG data; EEG inverse problem; EEG source imaging; electrical potentials; electroencephalography; Electroencephalography; graph regularization; graph regularization term; graph regularized EEG source imaging; Imaging; inverse problem; Inverse problems; inverse problems; Laplacian graph regularized discriminative source reconstruction; medical signal processing; neurophysiology; out-class discrimination; Scalp; signal reconstruction; sparse representation; spatial total variation regularization term", } @Article{Hosseini:2017:ODL, author = "M. Hosseini and D. Pompili and K. Elisevich and H. Soltanian-Zadeh", title = "Optimized Deep Learning for {EEG} Big Data and Seizure Prediction {BCI} via {Internet of Things}", journal = j-IEEE-TRANS-BIG-DATA, volume = "3", number = "4", pages = "392--404", month = dec, year = "2017", CODEN = "????", DOI = "https://doi.org/10.1109/TBDATA.2017.2769670", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Fri Aug 2 11:24:47 2019", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", keywords = "automatic computing; BCI; BCI seizure prediction; Big Data; brain-computer interface; Brain-computer interfaces; brain-computer interfaces; cloud computing; Cloud computing; cloud computing; cloud-computing solution; deep learning; diseases; ECoG clinical datasets; EEG big data; electrode contacts; Electrodes; Electroencephalography; electroencephalography; electrographic ictal behavior; Epilepsy; epilepsy; epileptic seizure prediction; extended optimization approach; Feature extraction; feature extraction; ictal patterns; independent component analysis; learning (artificial intelligence); manually extracted features; medical signal processing; medically refractory patients; neural nets; neurophysiology; optimized deep; patient-specific BCI; prediction task; Predictive models; principal component analysis; real-time processing; real-time solutions; Real-time systems; seizure prediction and localization; seizure prediction BCI; significant processing delays", } @Article{Zhu:2017:LRG, author = "X. Zhu and H. Suk and H. Huang and D. Shen", title = "Low-Rank Graph-Regularized Structured Sparse Regression for Identifying Genetic Biomarkers", journal = j-IEEE-TRANS-BIG-DATA, volume = "3", number = "4", pages = "405--414", month = dec, year = "2017", CODEN = "????", DOI = "https://doi.org/10.1109/TBDATA.2017.2735991", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Fri Aug 2 11:24:47 2019", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", keywords = "ADNI dataset; Alzheimer disease neuroimaging initiative dataset; Alzheimer s disease; Alzheimer's disease; Big Data; brain; brain imaging features; Brain-computer interfaces; brain-wide association study; diseases; feature selection; genetic biomarker identification; genetic features; genetic variables; Genetics; genetics; genome-wide association study; genomics; graph theory; image representation; imaging-genetic analysis; Input variables; learning (artificial intelligence); low-rank constraint; low-rank graph-regularized structured sparse regression method; low-rank matrix decomposition; low-rank regression; low-rank representations; low-sparsity weight coefficients; medical image processing; Neuroimaging; objective function; Regression analysis; regression analysis; representative SNPs; sparse acyclic digraph; sparsity-inducing penalty; variable selection; weight coefficient matrix", } @Article{Phinyomark:2017:RSF, author = "A. Phinyomark and E. Ib{\'a}{\~n}ez-Marcelo and G. Petri", title = "Resting-State {fMRI} Functional Connectivity: Big Data Preprocessing Pipelines and Topological Data Analysis", journal = j-IEEE-TRANS-BIG-DATA, volume = "3", number = "4", pages = "415--428", month = dec, year = "2017", CODEN = "????", DOI = "https://doi.org/10.1109/TBDATA.2017.2734883", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Fri Aug 2 11:24:47 2019", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", keywords = "algebraic topology; Big Data; Big data; big data preprocessing pipelines; biomedical MRI; brain; Brain computer interfaces; brain diseases; brain disorders; brain network; brain networks; Data analysis; diseases; functional connectivity; functional magnetic resonance imaging; graph theory; Magnetic resonance imaging; medical disorders; medical image processing; Neuroimaging; neuroimaging technologies; neurophysiology; Pipelines; preprocessing pipeline; preprocessing steps; resting-state fMRI; resting-state fMRI functional connectivity; rfMRI functional connectivity; topological data analysis", } @Article{Li:2017:DOT, author = "M. Li and Z. Yin", title = "Debugging Object Tracking by a Recommender System with Correction Propagation", journal = j-IEEE-TRANS-BIG-DATA, volume = "3", number = "4", pages = "429--442", month = dec, year = "2017", CODEN = "????", DOI = "https://doi.org/10.1109/TBDATA.2017.2723022", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Fri Aug 2 11:24:47 2019", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", keywords = "Algorithm design and analysis; automated object tracking results; automated tracking algorithms object-by-object; Big Data; biological discovery; Biological object tracking; Biomedical imaging; data debugging; Debugging; different annotators; existing visual tracking approaches; health diagnosis; human in the loop; humans debug tracking results; image sequences; joint correction propagation; multiple human annotators; Object tracking; object tracking; perfect tracking accuracy; program debugging; recommender system; Recommender systems; recommender systems; tracking data; Trajectory; Visualization", } @Article{Liu:2017:MDP, author = "A. Liu and Y. Lu and M. Chen and Y. Su", title = "Mitosis Detection in Phase Contrast Microscopy Image Sequences of Stem Cell Populations: A Critical Review", journal = j-IEEE-TRANS-BIG-DATA, volume = "3", number = "4", pages = "443--457", month = dec, year = "2017", CODEN = "????", DOI = "https://doi.org/10.1109/TBDATA.2017.2721438", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Fri Aug 2 11:24:47 2019", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", keywords = "advanced imaging technologies; Big Data; big data; biological researches; biomedical applications; biomedical Big Data; biomedical image; cellular biophysics; Computer architecture; Computer vision; computer vision; deep learning architecture; deep learning based approaches; human eye; hybrid methods; Image sequences; image sequences; learning (artificial intelligence); medical image processing; Microscopy; microscopy; microscopy image; mitosis detection; Mitosis detection; mitotic cell detection; object detection; object tracking; phase contrast microscopy image sequences; Statistics; stem cell; stem cell populations; Stem cells; tracking based method; tracking free methods", } @Article{Nie:2017:MTI, author = "W. Nie and H. Cheng and Y. Su", title = "Modeling Temporal Information of Mitotic for Mitotic Event Detection", journal = j-IEEE-TRANS-BIG-DATA, volume = "3", number = "4", pages = "458--469", month = dec, year = "2017", CODEN = "????", DOI = "https://doi.org/10.1109/TBDATA.2017.2723395", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Fri Aug 2 11:24:47 2019", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", keywords = "automated mitosis detection; biology computing; C2C12; C3H10; cell division; computer vision; Data models; enormous potential influence; F; Feature extraction; feature extraction; image motion analysis; image representation; learning (artificial intelligence); low-level feature extraction methods; machine learning methods; Microscopy; microscopy image analysis; mitosis detection; Mitosis recognition; mitotic event detection; object recognition; ranking functions; ranking machine; rapidly growing interest; sequential image analysis; Stem cells; stem cells proliferate; traditional computer vision technology; traditional mitosis recognition methods; Trajectory; video representation; Video sequences; video-wide temporal information; Visualization", } @Article{Yang:2018:SJE, author = "Q. Yang", title = "State of the Journal Editorial", journal = j-IEEE-TRANS-BIG-DATA, volume = "4", number = "1", pages = "1--1", month = mar, year = "2018", CODEN = "????", DOI = "https://doi.org/10.1109/TBDATA.2018.2801232", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Fri Aug 2 11:24:47 2019", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", } @Article{Wan:2018:GMS, author = "Z. Wan and H. He and B. Tang", title = "A Generative Model for Sparse Hyperparameter Determination", journal = j-IEEE-TRANS-BIG-DATA, volume = "4", number = "1", pages = "2--10", month = mar, year = "2018", CODEN = "????", DOI = "https://doi.org/10.1109/TBDATA.2017.2689790", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Fri Aug 2 11:24:47 2019", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", keywords = "Big Data; data mining; Data mining; data mining community; feature extraction; Feature extraction; feature extractor; generative model; Image reconstruction; machine learning; pattern clustering; Probabilistic logic; Shape; Sparse autoencoder; sparse autoencoder hidden units; sparse hyperparameter; Supervised learning; traditional sparse hyperparameter determination method; unsupervised learning", } @Article{Win:2018:BDB, author = "T. Y. Win and H. Tianfield and Q. Mair", title = "Big Data Based Security Analytics for Protecting Virtualized Infrastructures in Cloud Computing", journal = j-IEEE-TRANS-BIG-DATA, volume = "4", number = "1", pages = "11--25", month = mar, year = "2018", CODEN = "????", DOI = "https://doi.org/10.1109/TBDATA.2017.2715335", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Fri Aug 2 11:24:47 2019", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", keywords = "advanced attacks; attack features extraction; belief propagation; Big Data; big data based security analytics; cloud computing; Cloud computing; cloud computing; cloud security; Correlation; Databases; event correlation; Feature extraction; feature extraction; graph theory; graph-based event correlation; guest virtual machines; Hadoop Distributed File System; HDFS; invasive software; learning (artificial intelligence); logistic regression; Malware; malware detection; MapReduce parser based identification; network logs; parallel processing; potential attack paths; random functions; rootkit detection; Security; security analytics; security analytics approach; two-step machine learning; user application logs; virtual machines; virtualisation; virtualization security; Virtualized infrastructure; virtualized infrastructures", } @Article{Salinas:2018:ESO, author = "S. Salinas and C. Luo and X. Chen and W. Liao and P. Li", title = "Efficient Secure Outsourcing of Large-Scale Sparse Linear Systems of Equations", journal = j-IEEE-TRANS-BIG-DATA, volume = "4", number = "1", pages = "26--39", month = mar, year = "2018", CODEN = "????", DOI = "https://doi.org/10.1109/TBDATA.2017.2679760", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Fri Aug 2 11:24:47 2019", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", note = "See \cite{Cao:2021:CES}.", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", keywords = "Amazon Elastic Compute Cloud; big data; Big Data; Big data; client privacy protection; cloud computing; Cloud computing; cloud computing; Complexity theory; computational complexity; Data privacy; data privacy; data protection; expensive computing tasks; large-scale SLSEs; large-scale sparse linear systems of equations; memory I/O complexity; outsourcing; Outsourcing; outsourcing schemes; privacy; Random access memory; secure outsourcing algorithm; Sparse linear systems of equations; Sparse matrices", } @Article{Antaris:2018:MSI, author = "S. Antaris and D. Rafailidis", title = "In-Memory Stream Indexing of Massive and Fast Incoming Multimedia Content", journal = j-IEEE-TRANS-BIG-DATA, volume = "4", number = "1", pages = "40--54", month = mar, year = "2018", CODEN = "????", DOI = "https://doi.org/10.1109/TBDATA.2017.2697441", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Fri Aug 2 11:24:47 2019", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", keywords = "approximate media storm indexing mechanism; Distributed databases; fast incoming multimedia content; Flink distributed stream processing framework; In-memory processing; indexing; media storm generator; memory architecture; Multimedia communication; multimedia computing; multimedia storage and search; query processing; Search problems; stream processing; Streaming media", } @Article{Chu:2018:MSP, author = "L. Chu and R. Qiu and X. He and Z. Ling and Y. Liu", title = "Massive Streaming {PMU} Data Modelling and Analytics in Smart Grid State Evaluation based on Multiple High-Dimensional Covariance Test", journal = j-IEEE-TRANS-BIG-DATA, volume = "4", number = "1", pages = "55--64", month = mar, year = "2018", CODEN = "????", DOI = "https://doi.org/10.1109/TBDATA.2017.2715165", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Fri Aug 2 11:24:47 2019", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", keywords = "118-bus system; 2383-bus system; 34-PMU system; Big Data; big random matrix flow; complexity scale; Covariance matrices; covariance matrices; data dimensions; Data models; data quantum; efficient calculation; energy market deregulation; high dimension power flow equations; large scale power systems; load flow; massive streaming PMU data; massive streaming PMU data modelling; Mathematical model; model based estimators; multiple high dimensional covariance matrix test; multiple high-dimension covariance matrix test; multiple high-dimensional covariance test; novel power state evaluation algorithm; phase measurement units; Phasor measurement; Phasor measurement units; power system state estimation; Power systems; principal component analysis; principal component calculation; redundant computation elimination; robust state evaluation; scale power systems; smart grid; smart grid state evaluation; smart power grids; State evaluation; state evaluation indicator; test statistic; Voltage measurement", } @Article{Iscen:2018:MVS, author = "A. Iscen and T. Furon and V. Gripon and M. Rabbat and H. J{\'e}gou", title = "Memory Vectors for Similarity Search in High-Dimensional Spaces", journal = j-IEEE-TRANS-BIG-DATA, volume = "4", number = "1", pages = "65--77", month = mar, year = "2018", CODEN = "????", DOI = "https://doi.org/10.1109/TBDATA.2017.2677964", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Fri Aug 2 11:24:47 2019", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", keywords = "Big data; Complexity theory; Computer vision; database vectors; decision theory; Electronic mail; High-dimensional indexing; high-dimensional spaces; high-dimensional vectors; image indexing; image processing; image retrieval; Indexing; indexing architecture; Interference; large-scale image search scenario; memory units; memory vectors; optimisation; similarity search; single representative vector; statistical signal processing; vectors; visual databases", } @Article{Cong:2018:OSL, author = "Y. Cong and J. Liu and B. Fan and P. Zeng and H. Yu and J. Luo", title = "Online Similarity Learning for Big Data with Overfitting", journal = j-IEEE-TRANS-BIG-DATA, volume = "4", number = "1", pages = "78--89", month = mar, year = "2018", CODEN = "????", DOI = "https://doi.org/10.1109/TBDATA.2017.2688360", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Fri Aug 2 11:24:47 2019", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", keywords = "Big Data; big data; Computational modeling; Data models; feature dimension; feature extraction; feature redundancy; feature selection; group sparsity regularization; learning (artificial intelligence); low rank; low rank metric matrix; low rank regularization; low rank space; Mathematical model; matrix algebra; Measurement; model optimization; nuclear norm; OASIS model; OMLLR model; Online learning; online scene categorization; Optimization; overfitting; overfitting problem; rank redundancy; redundancy; Redundancy; redundant rows; robust metric matrix; Robustness; similarity learning; singular value decomposition; sparse feature set; sparse representation; training data", } @Article{Shuai:2018:QJS, author = "H. Shuai and D. Yang and C. Shen and P. S. Yu and M. Chen", title = "{QMSampler}: Joint Sampling of Multiple Networks with Quality Guarantee", journal = j-IEEE-TRANS-BIG-DATA, volume = "4", number = "1", pages = "90--104", month = mar, year = "2018", CODEN = "????", DOI = "https://doi.org/10.1109/TBDATA.2017.2715847", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Fri Aug 2 11:24:47 2019", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", keywords = "Big Data; data quality analysis; Electronic mail; Facebook; graph sampler; joint sampling; large-scale OSNs; LinkedIn; Measurement; Online Social Networks; optimization; QMSampler; Quality guarantee; Quality-guaranteed Multi-network Sampler; released datasets; Roads; sampled datasets; SNA algorithms; Social network; Social Network Analysis; social networking (online); statistical guarantee", } @Article{Shao:2018:SMC, author = "Z. Shao and J. Cai and Z. Wang", title = "Smart Monitoring Cameras Driven Intelligent Processing to Big Surveillance Video Data", journal = j-IEEE-TRANS-BIG-DATA, volume = "4", number = "1", pages = "105--116", month = mar, year = "2018", CODEN = "????", DOI = "https://doi.org/10.1109/TBDATA.2017.2715815", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Fri Aug 2 11:24:47 2019", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", keywords = "Big Data; Big data; Big Data era; big surveillance video data; data mining; Event detection; evidence video retrieval; front-end smart cameras; intelligent video analytics techniques; massive surveillance video data; pre-alarm abnormal behaviors; pre-alarm security risk events; Security; Smart cameras; smart monitoring cameras driven intelligent processing; smart storage; Surveillance; surveillance network; surveillance systems; video analysis; video retrieval; video surveillance; video surveillance system", } @Article{Lee:2018:VAV, author = "P. Lee and J. D. West and B. Howe", title = "{Viziometrics}: Analyzing Visual Information in the Scientific Literature", journal = j-IEEE-TRANS-BIG-DATA, volume = "4", number = "1", pages = "117--129", month = mar, year = "2018", CODEN = "????", DOI = "https://doi.org/10.1109/TBDATA.2017.2689038", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Fri Aug 2 11:24:47 2019", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", keywords = "Bibliometrics; bibliometrics; Big Data; citation analysis; computer vision; Encoding; figure retrieval; figure types; information retrieval; information-dense objects; learning (artificial intelligence); meta research; Metadata; natural sciences computing; organizing visual information; Pipelines; scholarly communication; scientific impact; scientific literature; scientometrics; Search engines; visual browser; Visualization; viziometric analysis; Viziometrics", } @Article{Jiang:2018:TMM, author = "Y. Jiang and Z. Huang and D. H. K. Tsang", title = "Towards Max-Min Fair Resource Allocation for Stream Big Data Analytics in Shared Clouds", journal = j-IEEE-TRANS-BIG-DATA, volume = "4", number = "1", pages = "130--137", month = mar, year = "2018", CODEN = "????", DOI = "https://doi.org/10.1109/TBDATA.2016.2638860", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Fri Aug 2 11:24:47 2019", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", keywords = "Big Data; Big data; cloud computing; computational complexity; Computational modeling; continuously generated data streams; data analysis; data processing workflow; directed graphs; distributed stream big data analytics platforms; Fasteners; integer programming; max-min fairness; minimax techniques; mixed 0-1 integer program; NP-hardness; optimization; resource allocation; resource allocation problem; Resource management; Shared Clouds; Storms; Stream big data analytics; Throughput; Topology; topology throughput", } @Article{Anonymous:2018:TR, author = "Anonymous", title = "{TBD} 2017 Reviewers", journal = j-IEEE-TRANS-BIG-DATA, volume = "4", number = "1", pages = "138--140", month = mar, year = "2018", CODEN = "????", DOI = "https://doi.org/10.1109/TBDATA.2018.2798178", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Fri Aug 2 11:24:47 2019", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", } @Article{Anonymous:2018:IIT, author = "Anonymous", title = "2017 Index {{\booktitle{IEEE Transactions on Big Data}}} Vol. 3", journal = j-IEEE-TRANS-BIG-DATA, volume = "4", number = "1", pages = "1--7", month = mar, year = "2018", CODEN = "????", DOI = "https://doi.org/10.1109/TBDATA.2018.2799558", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Fri Aug 2 11:24:47 2019", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", } @Article{Chen:2018:GEBa, author = "J. Chen and H. Wang", title = "Guest Editorial: {Big Data Infrastructure I}", journal = j-IEEE-TRANS-BIG-DATA, volume = "4", number = "2", pages = "148--149", month = jun, year = "2018", CODEN = "????", DOI = "https://doi.org/10.1109/TBDATA.2018.2839919", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Fri Aug 2 11:24:47 2019", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", keywords = "Big Data; Cloud computing; Computer infrastructure; Distributed databases; Special issues and sections; Storage management", } @Article{Wu:2018:HCF, author = "D. Wu and L. Zhu and Q. Lu and S. Sakr", title = "{HDM}: A Composable Framework for Big Data Processing", journal = j-IEEE-TRANS-BIG-DATA, volume = "4", number = "2", pages = "150--163", month = jun, year = "2018", CODEN = "????", DOI = "https://doi.org/10.1109/TBDATA.2017.2690906", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Fri Aug 2 11:24:47 2019", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", keywords = "Big Data; big Data processing; Big data processing; big data programs; composable big data applications; Data analysis; data analysis; data flow; data representation; data structures; Distributed databases; distributed infrastructures; distributed processing; distributed systems; functional data dependency graph; functional programming; HDM applications; HDM jobs; Hierarchically Distributed Data Matrix; Job-Completion-Time; multiple optimizations; optimisation; Optimization; parallel programming; Pipeline processing; Runtime; Sparks; system architecture", } @Article{Zhao:2018:DFS, author = "L. Zhao and Z. Chen and Y. Hu and G. Min and Z. Jiang", title = "Distributed Feature Selection for Efficient Economic Big Data Analysis", journal = j-IEEE-TRANS-BIG-DATA, volume = "4", number = "2", pages = "164--176", month = jun, year = "2018", CODEN = "????", DOI = "https://doi.org/10.1109/TBDATA.2016.2601934", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Fri Aug 2 11:24:47 2019", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", keywords = "Analytical models; Big data; Big Data; big data; China; collaborative theory; Dalian; data preprocessing technique; Distributed databases; distributed feature selection; econometric model construction; econometrics; Econometrics; economic analysis; economic factors; economic feature selection; Economic indicators; economic indicators; economy; efficient economic Big Data analysis; Feature extraction; Feature selection; feature selection; high-dimensional economic Big Data; high-quality economic data; multidimensional data sets; subtractive clustering; urbanization", } @Article{Liu:2018:TAD, author = "H. Liu and B. Liu and L. T. Yang and M. Lin and Y. Deng and K. Bilal and S. U. Khan", title = "Thermal-Aware and {DVFS}-Enabled Big Data Task Scheduling for Data Centers", journal = j-IEEE-TRANS-BIG-DATA, volume = "4", number = "2", pages = "177--190", month = jun, year = "2018", CODEN = "????", DOI = "https://doi.org/10.1109/TBDATA.2017.2763612", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Fri Aug 2 11:24:47 2019", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", keywords = "Big Data; big data task scheduling; Big Data tasks; computer centres; Cooling; data centers; DVFS-enabled Big Data task scheduling; dynamic voltage; dynamic voltage and frequency scaling; efficient resource allocation; energy conservation; Energy consumption; energy consumption; frequency assignment model; green house gas emissions; heat recirculation; Heating systems; massive energy consumption; maximum energy efficiency; migration energy consumption; power aware computing; resource allocation; scheduling; Tensile stress; Tensor; thermal-aware power-aware hybrid energy consumption model; total energy consumption", } @Article{Chen:2018:GAH, author = "Z. Chen and J. Xu and J. Tang and K. A. Kwiat and C. A. Kamhoua and C. Wang", title = "{GPU}-Accelerated High-Throughput Online Stream Data Processing", journal = j-IEEE-TRANS-BIG-DATA, volume = "4", number = "2", pages = "191--202", month = jun, year = "2018", CODEN = "????", DOI = "https://doi.org/10.1109/TBDATA.2016.2616116", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Fri Aug 2 11:24:47 2019", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", keywords = "Big Data; big data; Big data; big data infrastructure; Computer architecture; continuous query; direct data transfer; easy-to-use programming; Fasteners; G-Storm; GPU; GPU-accelerated high-throughput; GPU-enabled parallel system; graphic processing units; Graphics processing units; graphics processing units; image resizing; low-overhead data processing; matrix multiplication; online stream data processing; parallel architectures; parallel computing; parallel processing; Programming; query processing; single instruction multiple data architecture; storm applications; Storms; Stream data processing; tuple processing time", } @Article{Sun:2018:MSM, author = "P. Sun and Y. Wen and D. N. B. Ta and H. Xie", title = "{MetaFlow}: A Scalable Metadata Lookup Service for Distributed File Systems in Data Centers", journal = j-IEEE-TRANS-BIG-DATA, volume = "4", number = "2", pages = "203--216", month = jun, year = "2018", CODEN = "????", DOI = "https://doi.org/10.1109/TBDATA.2016.2612241", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Fri Aug 2 11:24:47 2019", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", keywords = "B-tree; Big data; big data; computer centres; data centers; DHT; distributed databases; distributed hash table based metadata management systems; efficient metadata operations; file operations; large-scale distributed file systems; Linux; lookup bottleneck problem; lookup workload; meta data; Metadata; Metadata management; metadata requests; metadata servers; MetaFlow; Peer-to-peer computing; performance bottleneck; scalable metadata lookup service; SDN; Servers; significant CPU overhead; software defined networking; software-defined networking; software-defined networking techniques; System performance; system throughput; table lookup; Throughput; tree data structures", } @Article{Sellami:2018:CQO, author = "R. Sellami and B. Defude", title = "Complex Queries Optimization and Evaluation over Relational and {NoSQL} Data Stores in Cloud Environments", journal = j-IEEE-TRANS-BIG-DATA, volume = "4", number = "2", pages = "217--230", month = jun, year = "2018", CODEN = "????", DOI = "https://doi.org/10.1109/TBDATA.2017.2719054", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Fri Aug 2 11:24:47 2019", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", keywords = "Big Data; cloud computing; Cloud computing; cloud computing; complex queries optimization; Computational modeling; cost model; data management; data models; Data models; Database languages; Databases; dynamic programming; heterogeneous data models; heterogeneous data storage; inter data stores parallelism execution model; join queries; Mediation; mediation approach; NoSQL data stores; NoSQL databases; optimal execution plan; polyglot persistence; query languages; query optimization; query processing; relational data stores; REST-based API; single data; virtual data store", } @Article{Wang:2018:SBD, author = "J. Wang and X. Zhang and J. Yin and R. Wang and H. Wu and D. Han", title = "Speed Up Big Data Analytics by Unveiling the Storage Distribution of Sub-Datasets", journal = j-IEEE-TRANS-BIG-DATA, volume = "4", number = "2", pages = "231--244", month = jun, year = "2018", CODEN = "????", DOI = "https://doi.org/10.1109/TBDATA.2016.2632744", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Fri Aug 2 11:24:47 2019", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", keywords = "Algorithm design and analysis; analysis programs; balanced execution; Big data; Big Data; big data analytics; Bloom filter techniques; Clustering algorithms; computational nodes; data analysis; data handling; data structures; DataNet; different sub-dataset analyses; distributed databases; distributed storage systems; distribution-aware algorithms; efficient parallel execution; elastic storage structure; ElasticMap; Facebook; graph theory; Hadoop file system; HashMap; HDFS; HDFS blocks; imbalanced computing patterns; inefficient parallel execution; inefficient sampling; irrelevant data; load balance; meta-data; Motion pictures; parallel processing; pattern clustering; PRObEs Marmot 128-node cluster testbed; sampling; Security; seriously imbalanced execution; skewness; storage distribution aware method; sub-dataset analysis; sub-dataset applications; sub-dataset distributions; Sub-datasets; sub-datasets distribution; sub-datasets results", } @Article{Xu:2018:LTO, author = "Z. Xu and X. Luo and Y. Liu and K. R. Choo and V. Sugumaran and N. Yen and L. Mei and C. Hu", title = "From Latency, Through Outbreak, to Decline: Detecting Different States of Emergency Events Using {Web} Resources", journal = j-IEEE-TRANS-BIG-DATA, volume = "4", number = "2", pages = "245--257", month = jun, year = "2018", CODEN = "????", DOI = "https://doi.org/10.1109/TBDATA.2016.2599935", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Fri Aug 2 11:24:47 2019", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", keywords = "automatic states detection; Earthquakes; emergency event; emergency management; Events; fluctuation power; Fluctuations; government; Heuristic algorithms; heuristic rules; information provider; Internet; Media; outbreak power; Real-time systems; social group; states detecting algorithm; Twitter; web mining; Web pages; Web resources", } @Article{Niu:2018:JTC, author = "Z. Niu and B. He and F. Liu", title = "{JouleMR}: Towards Cost-Effective and Green-Aware Data Processing Frameworks", journal = j-IEEE-TRANS-BIG-DATA, volume = "4", number = "2", pages = "258--272", month = jun, year = "2018", CODEN = "????", DOI = "https://doi.org/10.1109/TBDATA.2017.2655037", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Fri Aug 2 11:24:47 2019", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", keywords = "Batteries; computer centres; cost-effective optimization; cost-effective-green-aware data processing framework; data center workloads; Data processing; data processing frameworks; dynamic pricing schemes; electricity cost; Energy consumption; energy efficiency; energy management; energy markets; green computing; Green products; green-aware optimization; green-aware optimizations; Hadoop YARN; job scheduling algorithm; joule efficiency; JouleMR; MapReduce framework; Optimization; power aware computing; Pricing; Renewable energy sources; renewable energy supply; scheduling; task scheduling algorithm; total energy consumption", } @Article{Liu:2018:CED, author = "Y. Liu and X. Sun", title = "{CaL}: Extending Data Locality to Consider Concurrency for Performance Optimization", journal = j-IEEE-TRANS-BIG-DATA, volume = "4", number = "2", pages = "273--288", month = jun, year = "2018", CODEN = "????", DOI = "https://doi.org/10.1109/TBDATA.2017.2753825", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Fri Aug 2 11:24:47 2019", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", keywords = "average memory access time; Bandwidth; Big Data; Big Data applications; cache storage; CaL-aware design; concurrency control; concurrency-aware data access locality; concurrency-aware locality optimization; Concurrent computing; data access concurrency; data access delay; data analytic kernel; data concurrency optimizations; data intensive applications; memory access patterns; memory accesses; memory bandwidth; memory concurrency; memory hierarchy; memory stall time; memory system performance metrics; Memory wall; Optimization; performance counters; performance optimization; Program processors; System performance", } @Article{Fang:2018:EVM, author = "H. Fang and Z. Zhang", title = "An Enhanced Visualization Method to Aid Behavioral Trajectory Pattern Recognition Infrastructure for Big Longitudinal Data", journal = j-IEEE-TRANS-BIG-DATA, volume = "4", number = "2", pages = "289--298", month = jun, year = "2018", CODEN = "????", DOI = "https://doi.org/10.1109/TBDATA.2017.2653815", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Fri Aug 2 11:24:47 2019", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", keywords = "behavioral trajectory pattern recognition infrastructure; Big data; big HD longitudinal data; Clustering algorithms; data analysis; data visualisation; Data visualization; decision making; Enhanced projection pursuit; enhanced projection pursuit method; enhanced visualization method; EPP; High definition video; high-dimensional longitudinal data; iterative methods; longitudinal clinical trial datasets; longitudinal data; lower-dimensional plane; nonlinear mapping algorithms; NP hard optimization; optimisation; Pattern recognition; pattern recognition; PP methods; publicized UCI datasets; Stress; Trajectory; visualization", } @Article{Chen:2018:GEBb, author = "J. Chen and H. Wang", title = "Guest Editorial: {Big Data Infrastructure II}", journal = j-IEEE-TRANS-BIG-DATA, volume = "4", number = "3", pages = "299--300", month = sep, year = "2018", CODEN = "????", DOI = "https://doi.org/10.1109/TBDATA.2018.2855558", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Fri Aug 2 11:24:47 2019", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", keywords = "Big Data; Cloud computing; Computer architecture; Computer security; Large-scale systems; Special issues and sections", } @Article{Qi:2018:SBT, author = "L. Qi and X. Xu and X. Zhang and W. Dou and C. Hu and Y. Zhou and J. Yu", title = "Structural Balance Theory-Based E-Commerce Recommendation over Big Rating Data", journal = j-IEEE-TRANS-BIG-DATA, volume = "4", number = "3", pages = "301--312", month = sep, year = "2018", CODEN = "????", DOI = "https://doi.org/10.1109/TBDATA.2016.2602849", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Fri Aug 2 11:24:47 2019", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", keywords = "Big Data; big rating data; Collaboration; collaborative filtering; collaborative filtering-based technique; Companies; Computer science; dissimilar enemy; E-commerce; electronic commerce; Filtering; item-based CF; product item recommendation; product recommendation; recommender systems; SBT-Rec; similar friend; Software; structural balance theory; structural balance theory-based e-commerce recommendation; user-based CF; user-based recommendation; user-product purchase network", } @Article{Dai:2018:CIR, author = "W. Dai and L. Qiu and A. Wu and M. Qiu", title = "Cloud Infrastructure Resource Allocation for Big Data Applications", journal = j-IEEE-TRANS-BIG-DATA, volume = "4", number = "3", pages = "313--324", month = sep, year = "2018", CODEN = "????", DOI = "https://doi.org/10.1109/TBDATA.2016.2597149", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Fri Aug 2 11:24:47 2019", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", keywords = "Algorithm design and analysis; Big Data; Big data; Big Data; big data; Cloud computing; cloud computing; Cloud computing; Cloud infrastructure; cloud infrastructure resource allocation; Heuristic algorithms; multi-objective optimization; multiobjective optimization algorithm; optimisation; Optimization; Quality of service; resource allocation; Resource management", } @Article{Wang:2018:BDS, author = "X. Wang and L. T. Yang and H. Liu and M. J. Deen", title = "A Big Data-as-a-Service Framework: State-of-the-Art and Perspectives", journal = j-IEEE-TRANS-BIG-DATA, volume = "4", number = "3", pages = "325--340", month = sep, year = "2018", CODEN = "????", DOI = "https://doi.org/10.1109/TBDATA.2017.2757942", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Fri Aug 2 11:24:47 2019", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", keywords = "bicycle renting; bicycle-sharing system; bicycles; Big Data; Big Data analytics; Big Data integration; Big Data representation; Big Data-as-a-Service framework; Cleaning; data analysis; Data privacy; information technologies; Organizations; pattern clustering; proactive services; returning data; Security; Tensile stress; tensor; tensor decompositions; tensor networks; tensors; timely information", } @Article{Hu:2018:SVA, author = "C. Hu and W. Li and X. Cheng and J. Yu and S. Wang and R. Bie", title = "A Secure and Verifiable Access Control Scheme for Big Data Storage in Clouds", journal = j-IEEE-TRANS-BIG-DATA, volume = "4", number = "3", pages = "341--355", month = sep, year = "2018", CODEN = "????", DOI = "https://doi.org/10.1109/TBDATA.2016.2621106", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Fri Aug 2 11:24:47 2019", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", keywords = "Access control; access control; access legitimacy; access policy update; authorisation; Big data; Big Data; Big data storage; ciphertext; cloud computing; Cloud computing; cloud computing; cloud server; Cryptography; cryptography; data owner; eligible users; outsourcing; Outsourcing; secret sharing; secure access control scheme; security strengths; Servers; storage management; the NTRU cryptosystem; verifiable access control scheme", } @Article{Cui:2018:SBB, author = "Y. Cui and J. Song and M. Li and Q. Ren and Y. Zhang and X. Cai", title = "{SDN}-Based Big Data Caching in {ISP} Networks", journal = j-IEEE-TRANS-BIG-DATA, volume = "4", number = "3", pages = "356--367", month = sep, year = "2018", CODEN = "????", DOI = "https://doi.org/10.1109/TBDATA.2017.2651901", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Fri Aug 2 11:24:47 2019", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", keywords = "Algorithm design and analysis; Approximation algorithms; Big data; cache storage; cache systems; cached contents; computational complexity; content popularity; content transmission; Control systems; cooperative cache; Delays; distributed cache nodes; extensive trace-based simulation results; increment recording mechanism; inter-ISP traffic; Internet; Internet traffic; ISP networks; near-optimal solution; network conditions; optimal content placement; optimisation; promising technique; relaxation algorithm; relaxation theory; relaxation-rounding technique; SCCN controller; SCCN Switches; SDN; SDN-based big data caching; software defined networking; specific multicommodity facility location problem; System performance; telecommunication traffic", } @Article{Zhang:2018:QBD, author = "P. Zhang and K. Yu and J. J. Yu and S. U. Khan", title = "{QuantCloud}: Big Data Infrastructure for Quantitative Finance on the Cloud", journal = j-IEEE-TRANS-BIG-DATA, volume = "4", number = "3", pages = "368--380", month = sep, year = "2018", CODEN = "????", DOI = "https://doi.org/10.1109/TBDATA.2017.2649544", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Fri Aug 2 11:24:47 2019", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", keywords = "algorithmic trading; Big Data; Big data; Big Data; big data analytics; big Data infrastructure; cloud computing; Cloud computing; cloud computing; data analysis; data-access application; Data-on-Demand services; Databases; exabyte-scale market metadata; Finance; financial data-driven research; financial engineering community; financial markets; global market; internet connections; investment; large-scale SSD-backed datastore; market data; marketing; meta data; model computing; multiple client services process; parallel algorithms; Parallel processing; parallel processing; parallel processing algorithms; quantcloud bridges; quantcloud infrastructure; quantitative finance; query on-demand datasets; Servers; stock markets; storage management; subtle patterns; volatile trading patterns", } @Article{Huang:2018:NFG, author = "X. Huang and C. Huang", title = "{NGD}: Filtering Graphs for Visual Analysis", journal = j-IEEE-TRANS-BIG-DATA, volume = "4", number = "3", pages = "381--395", month = sep, year = "2018", CODEN = "????", DOI = "https://doi.org/10.1109/TBDATA.2016.2555319", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Fri Aug 2 11:24:47 2019", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", keywords = "Algorithm design and analysis; Big data; data visualisation; Data visualization; Filtering; filtering; Filtering algorithms; filtering approach; graph theory; graph visualization; hierarchical structures; Measurement; metric; Networks visualization; NGD; online community; social network sites; social networking (online); visual analysis; visual complexity; Visualization", } @Article{Wang:2018:AMC, author = "B. Wang and J. Jiang and Y. Wu and G. Yang and K. Li", title = "Accelerating {MapReduce} on Commodity Clusters: An {SSD}-Empowered Approach", journal = j-IEEE-TRANS-BIG-DATA, volume = "4", number = "3", pages = "396--407", month = sep, year = "2018", CODEN = "????", DOI = "https://doi.org/10.1109/TBDATA.2016.2599933", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Fri Aug 2 11:24:47 2019", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", keywords = "7-node commodity cluster; Acceleration; Big data; Buffer storage; cache storage; commodity clusters; data caching; Data models; data sets; disc drives; frequent IO operations; hard discs; Hard disks; hard-disk drive; in-memory caching; in-memory optimization; low-speed HDD storage; many cores; MapReduce; MapReduce tasks; memory limitation; mpCache; multiple cores; multiprocessing systems; optimisation; parallel processing; pattern clustering; processor cores; Programming; programming model; scheduling; Servers; solid-state drive; SSD-empowered approach; storage allocation; storage management", } @Article{Wu:2018:BDA, author = "J. Wu and K. Ota and M. Dong and J. Li and H. Wang", title = "Big Data Analysis-Based Security Situational Awareness for Smart Grid", journal = j-IEEE-TRANS-BIG-DATA, volume = "4", number = "3", pages = "408--417", month = sep, year = "2018", CODEN = "????", DOI = "https://doi.org/10.1109/TBDATA.2016.2616146", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Fri Aug 2 11:24:47 2019", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", keywords = "association analysis; Big data; big data; Big Data; big data analysis-based security situational awareness; Communication networks; cyber-security threats; data analysis; data processing technologies; fuzzy cluster based analytical method; fuzzy set theory; Game theory; game theory; Games; learning (artificial intelligence); pattern clustering; power engineering computing; reinforcement learning; Security; security components; security of data; security situation assessment; security situational analysis; security situational awareness mechanism; Smart grid; smart grid focus; Smart grids; smart power grids", } @Article{Wang:2018:MEM, author = "Y. Wang and Y. Shen and H. Wang and J. Cao and X. Jiang", title = "{MtMR}: Ensuring {MapReduce} Computation Integrity with {Merkle} Tree-Based Verifications", journal = j-IEEE-TRANS-BIG-DATA, volume = "4", number = "3", pages = "418--431", month = sep, year = "2018", CODEN = "????", DOI = "https://doi.org/10.1109/TBDATA.2016.2599928", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Fri Aug 2 11:24:47 2019", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", keywords = "Big Data; Big data; big data applications; big data infrastructures; Cloud computing; cloud computing; Computer architecture; Computer science; computing integrity; data handling; data integrity; Electronic mail; formal verification; hybrid cloud environment; MapReduce; MapReduce computation integrity; Merkle tree; Merkle tree-based verifications; MtMR; parallel processing; private cloud; public cloud; Security; security of data; security problems; trees (mathematics); Virtual machining", } @Article{Li:2018:AKS, author = "Z. Li and H. Chandler and H. Shen", title = "Analysis of Knowledge Sharing Activities on a Social Network Incorporated Discussion Forum: A Case Study of {DISboards}", journal = j-IEEE-TRANS-BIG-DATA, volume = "4", number = "4", pages = "432--446", month = dec, year = "2018", CODEN = "????", DOI = "https://doi.org/10.1109/TBDATA.2017.2749307", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Fri Aug 2 11:24:47 2019", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", keywords = "DISboards forum; discussion forum; Discussion forums; Information exchange; information sharing; Instruction sets; Internet; Knowledge discovery; Knowledge engineering; knowledge sharing; Message systems; Social network services; social networks", } @Article{Cheung:2018:CUC, author = "M. Cheung and J. She and N. Wang", title = "Characterizing User Connections in Social Media through User-Shared Images", journal = j-IEEE-TRANS-BIG-DATA, volume = "4", number = "4", pages = "447--458", month = dec, year = "2018", CODEN = "????", DOI = "https://doi.org/10.1109/TBDATA.2017.2762719", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Fri Aug 2 11:24:47 2019", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", keywords = "Big Data; Big data system; Computer vision; connection; discovery; Image coding; Information sharing; Knowledge discovery; Neural networks; recommendation; social network analysis; Social network services; User-generated content; user-shared images", } @Article{Dong:2018:CAP, author = "D. Dong and J. Herbert", title = "Content-Aware Partial Compression for Textual Big Data Analysis in {Hadoop}", journal = j-IEEE-TRANS-BIG-DATA, volume = "4", number = "4", pages = "459--472", month = dec, year = "2018", CODEN = "????", DOI = "https://doi.org/10.1109/TBDATA.2017.2721431", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Fri Aug 2 11:24:47 2019", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", keywords = "Algorithm design and analysis; Big Data; Big data; compression; Data analysis; Data compression; Distributed databases; distributed file system; File systems; mapreduce", } @Article{Shi:2018:EPM, author = "W. Shi and Y. Zhu and P. S. Yu and J. Zhang and T. Huang and C. Wang and Y. Chen", title = "Effective Prediction of Missing Data on {Apache Spark} over Multivariable Time Series", journal = j-IEEE-TRANS-BIG-DATA, volume = "4", number = "4", pages = "473--486", month = dec, year = "2018", CODEN = "????", DOI = "https://doi.org/10.1109/TBDATA.2017.2719703", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Fri Aug 2 11:24:47 2019", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", keywords = "Apache Spark; Big data; big data; Big Data; Linear programming; Matrix factorization; missing data prediction; Predictive models; Sensor phenomena and characterization; time series; Time series analysis", } @Article{Kuang:2018:EPS, author = "K. Kuang and M. Jiang and P. Cui and H. Luo and S. Yang", title = "Effective Promotional Strategies Selection in Social Media: A Data-Driven Approach", journal = j-IEEE-TRANS-BIG-DATA, volume = "4", number = "4", pages = "487--501", month = dec, year = "2018", CODEN = "????", DOI = "https://doi.org/10.1109/TBDATA.2017.2734102", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Fri Aug 2 11:24:47 2019", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", keywords = "Advertising; Big Data; Heuristic algorithms; promotional effectiveness; promotional strategies; propensity score; Social media promotion; Social network services", } @Article{Wu:2018:ECL, author = "J. Wu and W. Zheng and J. Lai and C. Y. Suen", title = "{Euler} Clustering on Large-Scale Dataset", journal = j-IEEE-TRANS-BIG-DATA, volume = "4", number = "4", pages = "502--515", month = dec, year = "2018", CODEN = "????", DOI = "https://doi.org/10.1109/TBDATA.2017.2742530", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Fri Aug 2 11:24:47 2019", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", keywords = "Big Data; Cluster computing; Computational complexity; Euler kernel; Kernel; kernel$k$-means; Laplace equations; Large-scale clustering; Sparse matrices; spectral clustering", } @Article{Kralevska:2018:HEC, author = "K. Kralevska and D. Gligoroski and R. E. Jensen and H. {\O}verby", title = "{HashTag} Erasure Codes: From Theory to Practice", journal = j-IEEE-TRANS-BIG-DATA, volume = "4", number = "4", pages = "516--529", month = dec, year = "2018", CODEN = "????", DOI = "https://doi.org/10.1109/TBDATA.2017.2749255", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Fri Aug 2 11:24:47 2019", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", keywords = "access-optimal; Bandwidth; Distributed databases; Distributed storage; Encoding; Hadoop; I/O operations; Maintenance engineering; MDS erasure codes; regenerating codes; single and multiple failures; small sub-packetization level; Storage management; Systematics; Twitter", } @Article{Yao:2018:HAR, author = "Y. Yao and Y. Liu and Z. Liu and H. Chen", title = "Human Activity Recognition with Posture Tendency Descriptors on Action Snippets", journal = j-IEEE-TRANS-BIG-DATA, volume = "4", number = "4", pages = "530--541", month = dec, year = "2018", CODEN = "????", DOI = "https://doi.org/10.1109/TBDATA.2018.2803838", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Fri Aug 2 11:24:47 2019", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", keywords = "Activity recognition; Covariance matrices; Feature extraction; Hidden Markov models; main dynamic tendency; major posture feature; manifold dividing; Manifolds; Three-dimensional displays", } @Article{Liu:2018:LDR, author = "X. Liu and X. Wang", title = "{LS}-Decomposition for Robust Recovery of Sensory Big Data", journal = j-IEEE-TRANS-BIG-DATA, volume = "4", number = "4", pages = "542--555", month = dec, year = "2018", CODEN = "????", DOI = "https://doi.org/10.1109/TBDATA.2017.2763170", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Fri Aug 2 11:24:47 2019", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", keywords = "anomaly readings; Big Data; Data analysis; Internet of Things; Internet of Things (IoT); low-rank; LS-decomposition; Matrix decomposition; missing data; Noise measurement; robust recovery; sensory big data; Sparse matrices; sparsity; Wireless sensor networks", } @Article{Li:2018:MMI, author = "Y. Li and J. Bao and Y. Li and Y. Wu and Z. Gong and Y. Zheng", title = "Mining the Most Influential $k$-Location Set from Massive Trajectories", journal = j-IEEE-TRANS-BIG-DATA, volume = "4", number = "4", pages = "556--570", month = dec, year = "2018", CODEN = "????", DOI = "https://doi.org/10.1109/TBDATA.2017.2717978", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Fri Aug 2 11:24:47 2019", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", keywords = "Big Data; Charging stations; Data mining; Electric vehicles; Lighting; Location selection; maximum coverage problem; most influential$k$-location set; Performance evaluation; Resource management; trajectory data mining", } @Article{Zhu:2018:PCI, author = "J. Y. Zhu and C. Zhang and H. Zhang and S. Zhi and V. O. K. Li and J. Han and Y. Zheng", title = "{pg}-Causality: Identifying Spatiotemporal Causal Pathways for Air Pollutants with Urban Big Data", journal = j-IEEE-TRANS-BIG-DATA, volume = "4", number = "4", pages = "571--585", month = dec, year = "2018", CODEN = "????", DOI = "https://doi.org/10.1109/TBDATA.2017.2723899", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Fri Aug 2 11:24:47 2019", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", keywords = "Air pollution; Atmospheric modeling; Bayes methods; Bayesian learning; Big Data; Causality; Data mining; pattern mining; spatiotemporal (ST) big data; Time series analysis; Urban areas; urban computing", } @Article{Xue:2018:SNN, author = "W. Xue and H. Li and Y. Peng and J. Cui and Y. Shi", title = "Secure $k$ Nearest Neighbors Query for High-Dimensional Vectors in Outsourced Environments", journal = j-IEEE-TRANS-BIG-DATA, volume = "4", number = "4", pages = "586--599", month = dec, year = "2018", CODEN = "????", DOI = "https://doi.org/10.1109/TBDATA.2017.2740954", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Fri Aug 2 11:24:47 2019", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", keywords = "Cloud computing; Data privacy; Encryption; encryption; quantization; query processing; Secure$k$nearest neighbors query; Security of data; Servers", } @Article{Lin:2018:SQA, author = "Y. Lin and H. Shen", title = "{SmartQ}: A Question and Answer System for Supplying High-Quality and Trustworthy Answers", journal = j-IEEE-TRANS-BIG-DATA, volume = "4", number = "4", pages = "600--613", month = dec, year = "2018", CODEN = "????", DOI = "https://doi.org/10.1109/TBDATA.2017.2735442", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Fri Aug 2 11:24:47 2019", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", keywords = "Big Data; Cluster computing; Knowledge engineering; Monitoring; Question and answer system; question category; reputation system; social cluster; Social network services; spammer detection; Unsolicited electronic mail", } @Article{Francesco:2018:AUC, author = "P. D. Francesco and F. Malandrino and L. A. DaSilva", title = "Assembling and Using a Cellular Dataset for Mobile Network Analysis and Planning", journal = j-IEEE-TRANS-BIG-DATA, volume = "4", number = "4", pages = "614--620", month = dec, year = "2018", CODEN = "????", DOI = "https://doi.org/10.1109/TBDATA.2017.2734100", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Fri Aug 2 11:24:47 2019", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", keywords = "Base stations; Big Data; Cellular networks; network planning; Statistical analysis; Telecommunication network management; Telecommunication traffic; traffic statistics", } @Article{Yang:2019:SJ, author = "Q. Yang", title = "State of the Journal", journal = j-IEEE-TRANS-BIG-DATA, volume = "5", number = "1", pages = "1--1", month = mar, year = "2019", CODEN = "????", DOI = "https://doi.org/10.1109/TBDATA.2019.2895402", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Fri Aug 2 11:24:47 2019", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", } @Article{He:2019:GEI, author = "B. He and Y. Chen and J. Zhou", title = "{Guest Editors} Introduction: Special Issue on Big Data Systems on Emerging Architectures", journal = j-IEEE-TRANS-BIG-DATA, volume = "5", number = "1", pages = "2--3", month = mar, year = "2019", CODEN = "????", DOI = "https://doi.org/10.1109/TBDATA.2019.2898067", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Fri Aug 2 11:24:47 2019", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", keywords = "Big Data; Big Data applications; Big data systems; Computer architecture; Data models; Ecosystems; emerging architectures; Field programmable gate arrays; FPGA; GPU; High performance computing; high performance computing; Program processors; Special issues and sections", } @Article{Cai:2019:MTU, author = "Q. Cai and H. Zhang and W. Guo and G. Chen and B. C. Ooi and K. Tan and W. Wong", title = "{MemepiC}: Towards a Unified In-Memory Big Data Management System", journal = j-IEEE-TRANS-BIG-DATA, volume = "5", number = "1", pages = "4--17", month = mar, year = "2019", CODEN = "????", DOI = "https://doi.org/10.1109/TBDATA.2017.2789286", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Fri Aug 2 11:24:47 2019", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", keywords = "batch processing (industrial); Big Data; big data management; data analysis; Data analysis; data analytics; data analytics services; data loading; distributed systems; DRAM chips; Engines; heavy data movement; In-memory; in-situ data analytics; Kernel; key-value; MemepiC; Memory management; offline batch processing systems; online data query service; Protocols; query processing; Random access memory; RDMA; storage management; storage systems; unified in-memory big data management system", } @Article{Goudarzi:2019:HAB, author = "M. Goudarzi", title = "Heterogeneous Architectures for Big Data Batch Processing in {MapReduce} Paradigm", journal = j-IEEE-TRANS-BIG-DATA, volume = "5", number = "1", pages = "18--33", month = mar, year = "2019", CODEN = "????", DOI = "https://doi.org/10.1109/TBDATA.2017.2736557", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Fri Aug 2 11:24:47 2019", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", keywords = "Batch production systems; Big Data; Big data; big data batch processing; Computer architecture; Computers; data center; data handling; digital data; efficiency; FPGA; Google; Hadoop; Hardware; hardware accelerator; heterogeneous architectures; large-scale computing architectures; MapReduce; MapReduce paradigm; mobile services; parallel processing; physical systems; Programming; software architecture", } @Article{Wang:2019:RBD, author = "K. Wang and C. Xu and Y. Zhang and S. Guo and A. Y. Zomaya", title = "Robust Big Data Analytics for Electricity Price Forecasting in the Smart Grid", journal = j-IEEE-TRANS-BIG-DATA, volume = "5", number = "1", pages = "34--45", month = mar, year = "2019", CODEN = "????", DOI = "https://doi.org/10.1109/TBDATA.2017.2723563", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Fri Aug 2 11:24:47 2019", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", keywords = "Big Data; Big data; classification; data analysis; differential evolution; electricity price forecasting model; Feature extraction; feature extraction; feature extraction process; feature redundancy; feature selection; Forecasting; grey correlation analysis; grey systems; Hafnium; huge price data; kernel function; power engineering computing; power markets; price classification; price forecasting; pricing; principal component analysis; principle component analysis; Radio frequency; robust big data analytics; smart grid; smart grid cost efficient; Smart grids; smart power grids; support vector machine classifier; support vector machines; Support vector machines; SVM classifier", } @Article{Liu:2019:POD, author = "X. Liu and R. Buyya", title = "Performance-Oriented Deployment of Streaming Applications on Cloud", journal = j-IEEE-TRANS-BIG-DATA, volume = "5", number = "1", pages = "46--59", month = mar, year = "2019", CODEN = "????", DOI = "https://doi.org/10.1109/TBDATA.2017.2720622", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Fri Aug 2 11:24:47 2019", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", keywords = "Big Data; Cloud computing; cloud computing; Computational modeling; data stream management systems; decision making; deployment configuration; deployment decisions; deployment framework; IaaS clouds; infrastructure level; Monitor-Analyze-Plan-Execute architecture; Monitoring; on-demand resource pool; Optimization; P-Deployer; performance optimization; performance-oriented deployment; resource allocation; Resource management; resource management; resource provisioning; resources allocation; software architecture; software performance evaluation; static resource-set environment; Stream processing; streaming applications; Topology", } @Article{Dolev:2019:SGD, author = "S. Dolev and P. Florissi and E. Gudes and S. Sharma and I. Singer", title = "A Survey on Geographically Distributed Big-Data Processing Using {MapReduce}", journal = j-IEEE-TRANS-BIG-DATA, volume = "5", number = "1", pages = "60--80", month = mar, year = "2019", CODEN = "????", DOI = "https://doi.org/10.1109/TBDATA.2017.2723473", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Fri Aug 2 11:24:47 2019", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", keywords = "Amazon; batch processing; Big Data; Cloud computing; cloud computing; data analysis; Distributed databases; distributed processing; Facebook; Fault tolerance; Fault tolerant systems; geographically distributed big-data processing; geographically distributed data; Google; Hadoop; HDFS Federation; large-scale data processing; MapReduce; MapReduce-based systems; massive data; parallel processing; private clouds; public clouds; social network analysis; Spark; Spark-based systems; Sparks; SQL; SQL-style processing geo-distributed frameworks; stream processing; YARN", } @Article{Jia:2019:UPD, author = "Z. Jia and W. Gao and Y. Shi and S. A. McKee and Z. Ji and J. Zhan and L. Wang and L. Zhang", title = "Understanding Processors Design Decisions for Data Analytics in Homogeneous Data Centers", journal = j-IEEE-TRANS-BIG-DATA, volume = "5", number = "1", pages = "81--94", month = mar, year = "2019", CODEN = "????", DOI = "https://doi.org/10.1109/TBDATA.2017.2758792", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Fri Aug 2 11:24:47 2019", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", keywords = "Big Data; big data; brawny multicore processors; Clocks; computational performance; computer centres; Data analysis; data analysis; Data analytics; data analytics workloads; data center systems; energy conservation; energy efficiency; energy-efficiency; homogeneous data centers; many-core processors; multi-threading; Multicore processing; multiprocessing systems; performance; performance-cost efficiency; Pipelines; power aware computing; processor design decisions; processor evaluation; Program processors; simultaneous multithreading", } @Article{Edstrom:2019:DPE, author = "J. Edstrom and D. Chen and Y. Gong and J. Wang and N. Gong", title = "Data-Pattern Enabled Self-Recovery Low-Power Storage System for Big Video Data", journal = j-IEEE-TRANS-BIG-DATA, volume = "5", number = "1", pages = "95--105", month = mar, year = "2019", CODEN = "????", DOI = "https://doi.org/10.1109/TBDATA.2017.2750699", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Fri Aug 2 11:24:47 2019", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", keywords = "battery life; Big Data; big video data; data mining; Data mining; data mining; data pattern; data patterns; data relationship discovery; data-pattern enabled self-recovery low-power storage system; Hardware; horizontal data-association; low-power; Memory management; Mobile communication; mobile computing; mobile devices; mobile video applications; on-chip memory; optimal data patterns; pattern identification; Random access memory; self-recovery; self-recovery video storage system; size 45.0 nm; smart phones; SRAM chips; SRAM design; tablet devices; Two dimensional displays; two-dimensional data-pattern approach; vertical data-correlation characteristics; video data size; video quality; video signal processing; Videos; voltage 0.5 V", } @Article{Anonymous:2019:RL, author = "Anonymous", title = "2018 Reviewers List", journal = j-IEEE-TRANS-BIG-DATA, volume = "5", number = "1", pages = "106--118", month = mar, year = "2019", CODEN = "????", DOI = "https://doi.org/10.1109/TBDATA.2019.2893810", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Fri Aug 2 11:24:47 2019", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", } @Article{Anonymous:2019:IIT, author = "Anonymous", title = "2018 Index {{\booktitle{IEEE Transactions on Big Data}}} Vol. 4", journal = j-IEEE-TRANS-BIG-DATA, volume = "5", number = "1", pages = "1--9", month = mar, year = "2019", CODEN = "????", DOI = "https://doi.org/10.1109/TBDATA.2019.2901238", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Fri Aug 2 11:24:47 2019", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", } @Article{Makkie:2019:DCP, author = "M. Makkie and X. Li and S. Quinn and B. Lin and J. Ye and G. Mon and T. Liu", title = "A Distributed Computing Platform for {fMRI} Big Data Analytics", journal = j-IEEE-TRANS-BIG-DATA, volume = "5", number = "2", pages = "109--119", month = jun, year = "2019", CODEN = "????", DOI = "https://doi.org/10.1109/TBDATA.2018.2811508", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Fri Aug 2 11:24:47 2019", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", keywords = "apache-spark; Big Data; big data analytics; big data context; biomedical MRI; brain; Brain; brain diseases; BRAIN Initiative; data management system; Data visualization; diseases; distributed computing; distributed computing platform; distributed dictionary learning; fMRI; fMRI Big Data analytics; Functional magnetic resonance imaging; Hadoop; Human Brain Project; machine learning; medical image processing; Neuroimaging; neuroimaging datasets; neurophysiology; neuroscience Big Data; Sparks; Task analysis", } @Article{Jiang:2019:DGC, author = "S. Jiang and Y. Kong and Y. Fu", title = "Deep Geo-Constrained Auto-Encoder for Non-Landmark {GPS} Estimation", journal = j-IEEE-TRANS-BIG-DATA, volume = "5", number = "2", pages = "120--133", month = jun, year = "2019", CODEN = "????", DOI = "https://doi.org/10.1109/TBDATA.2017.2773096", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Fri Aug 2 11:24:47 2019", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", keywords = "auto-encoder; Big Data; deep geo-constrained auto-encoder; deep learning; deep learning framework; easy-confusing constraint; Estimation; feature extraction; Feature extraction; feature learning networks; feature representations; geographically close images; geographically distant images; Global Positioning System; GPS data; GPS estimation; image classification; Image edge detection; image geotagging dataset; image representation; learning (artificial intelligence); learning discriminative features; nonlandmark GPS estimation; same-area constraint; visual data; Visualization", } @Article{Hajeer:2019:HBD, author = "M. Hajeer and D. Dasgupta", title = "Handling Big Data Using a Data-Aware {HDFS} and Evolutionary Clustering Technique", journal = j-IEEE-TRANS-BIG-DATA, volume = "5", number = "2", pages = "134--147", month = jun, year = "2019", CODEN = "????", DOI = "https://doi.org/10.1109/TBDATA.2017.2782785", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Fri Aug 2 11:24:47 2019", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", keywords = "Big Data; big data solutions; cluster analysis; Clustering methods; cyber-enabled systems; data analysis; data centers; data handling; data types; data-aware HDFS; data-aware module; distributed computing; distributed databases; Distributed databases; distributed encoding technique; distributed file system; efficiency issues; environmental problems; evolutionary clustering technique; File systems; genetic algorithms; genetic algorithms efficient data processing; graph data; Hadoop eco-system; handling big data; information management; Internet-of-Things; large-scale problems; larger space requirements; optimization; parallel processing; pattern clustering; query processing; Resource description framework; scalability; specific types; Storms; Tools; turn lead", } @Article{Zhang:2019:KIL, author = "Z. Zhang and L. Jia and M. Zhao and G. Liu and M. Wang and S. Yan", title = "Kernel-Induced Label Propagation by Mapping for Semi-Supervised Classification", journal = j-IEEE-TRANS-BIG-DATA, volume = "5", number = "2", pages = "148--165", month = jun, year = "2019", CODEN = "????", DOI = "https://doi.org/10.1109/TBDATA.2018.2797977", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Fri Aug 2 11:24:47 2019", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", keywords = "adaptive weight construction; adaptive weight learning; Algorithm design and analysis; data mining; direct kernel mapping; Electronic mail; high-dimensional real data; joint label propagation; Kernel; kernel mapping-induced label reconstruction; kernel matrix; kernel methods; kernel trick; Kernel-induced label propagation; kernel-induced label propagation framework; Kernel-LP changes; learning (artificial intelligence); Manifolds; mapping; pattern classification; pattern recognition; semi-supervised classification; Task analysis; Testing; Training; transformed kernel space", } @Article{Bruce:2019:NDL, author = "S. Bruce and Z. Li and H. Yang and S. Mukhopadhyay", title = "Nonparametric Distributed Learning Architecture for Big Data: Algorithm and Applications", journal = j-IEEE-TRANS-BIG-DATA, volume = "5", number = "2", pages = "166--179", month = jun, year = "2019", CODEN = "????", DOI = "https://doi.org/10.1109/TBDATA.2018.2810187", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Fri Aug 2 11:24:47 2019", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", keywords = "Analytical models; basic statistical modeling principles; Big Data; big data computing; big data learning; computational challenges; Computational modeling; Computer architecture; data analysis; Data models; data-intensive statistical inference architecture; data-parallelism; Distributed databases; distributed statistical learning; flexible distributed statistical modeling framework suitable; global inference; heterogeneity; heterogeneous local inferences; Inference algorithms; inference mechanisms; large-scale data analysis; learning (artificial intelligence); LP transformation; massive data; meta-analysis; mixed data algorithms; modern datasets; modern nonparametric learning; nonparametric distributed learning architecture; Nonparametric mixed data modeling; original big data; orthonormal data transformation; parallel processing; partitioned data; recommender systems; specially designed data transformation; statistical analysis; traditional centralized statistical inference prohibitive; two-sample inference algorithm", } @Article{Wang:2019:NSM, author = "H. Wang and H. Yao and D. Kifer and C. Graif and Z. Li", title = "Non-Stationary Model for Crime Rate Inference Using Modern Urban Data", journal = j-IEEE-TRANS-BIG-DATA, volume = "5", number = "2", pages = "180--194", month = jun, year = "2019", CODEN = "????", DOI = "https://doi.org/10.1109/TBDATA.2017.2786405", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Fri Aug 2 11:24:47 2019", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", keywords = "Big Data; Computer crime inference; Correlation; crime rate inference; data analysis; feature importance analysis; geographically weighted regression; geographically weighted regression on top of negative binomial model; GWNBR model; large-scale point-of-interest data; modern urban data; negative binomial model; police data processing; Predictive models; Public transportation; regression analysis; Sociology; taxi flow; taxi flow data; Urban areas", } @Article{Zhang:2019:SRT, author = "D. Zhang and D. Wang and N. Vance and Y. Zhang and S. Mike", title = "On Scalable and Robust Truth Discovery in Big Data Social Media Sensing Applications", journal = j-IEEE-TRANS-BIG-DATA, volume = "5", number = "2", pages = "195--208", month = jun, year = "2019", CODEN = "????", DOI = "https://doi.org/10.1109/TBDATA.2018.2824812", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Fri Aug 2 11:24:47 2019", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", keywords = "Big Data; Big data; big data social media sensing applications; data sparsity; distributed framework; HTCondor system; influence bots; large-scale social sensing events; long-tail phenomenon; noisy data; online social media; principled approach; Robustness; rumor robust; scalable; scalable and robust truth discovery scheme; Sensors; social networking (online); sparse social media sensing; SRTD scheme; Task analysis; trusted computing; trustworthy information; truth discovery; truth discovery algorithms; Twitter; twitter; Twitter datasets; work queue", } @Article{Lyu:2019:SUS, author = "B. Lyu and Y. Li and J. Fu and A. C. Trapp and H. Xie and Y. Liao", title = "Scalable User-Substation Assignment with Big Data from Power Grids", journal = j-IEEE-TRANS-BIG-DATA, volume = "5", number = "2", pages = "209--222", month = jun, year = "2019", CODEN = "????", DOI = "https://doi.org/10.1109/TBDATA.2017.2766153", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Fri Aug 2 11:24:47 2019", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", keywords = "ADMM; big data; Big Data; Big data; Big Data; China; drive power substations; geographical population densities; large-scale power grid data; large-scale spatial power user-substation distribution data; maximum substation utilization; population distributions; power consumption; Power demand; power engineering computing; power grids; Power grids; power substation utilization; power substation-user assignment; power system management; Propagation losses; scalable power user assignment framework; scalable user-substation assignment; Sociology; SPUA framework; Statistics; substations; Substations; temporal user power consumption data; underlying geographical power demand; user-substation location data", } @Article{Li:2019:SSB, author = "W. Li and Q. Bai and M. Zhang", title = "{SIMiner}: A Stigmergy-Based Model for Mining Influential Nodes in Dynamic Social Networks", journal = j-IEEE-TRANS-BIG-DATA, volume = "5", number = "2", pages = "223--237", month = jun, year = "2019", CODEN = "????", DOI = "https://doi.org/10.1109/TBDATA.2018.2824826", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Fri Aug 2 11:24:47 2019", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", keywords = "Adaptation models; Analytical models; Ant algorithm; Big Data; Collective intelligence; collective intelligence model; complex dynamic environments; Computational modeling; data mining; dynamic scale environment; dynamic social networks; fully dynamic environment; Heuristic algorithms; influence maximization; influential node mining; influential relationships; influential users; Internet; large-scale environment; multi-agent system; online social networking platforms; positive influence; Social network services; social networking (online); static social networks; stigmergy; stigmergy-based influencers miner; stigmergy-based model", } @Article{Qiu:2019:TGC, author = "C. Qiu and H. Shen and L. Chen", title = "Towards Green Cloud Computing: Demand Allocation and Pricing Policies for Cloud Service Brokerage", journal = j-IEEE-TRANS-BIG-DATA, volume = "5", number = "2", pages = "238--251", month = jun, year = "2019", CODEN = "????", DOI = "https://doi.org/10.1109/TBDATA.2018.2823330", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Fri Aug 2 11:24:47 2019", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", keywords = "Amazon EC2; Approximation algorithms; Big Data; cloud computing; Cloud computing; cloud market; cloud providers energy cost; cloud service brokerage; CSB; demand allocation; Energy consumption; energy efficiency; green cloud companies; green cloud computing; green computing; high service level performance; pricing; Pricing; pricing policy; Resource management; Servers; tenants demands; total energy cost", } @Article{Malensek:2019:TDS, author = "M. Malensek and W. Budgaga and R. Stern and S. Pallickara and S. L. Pallickara", title = "{Trident}: Distributed Storage, Analysis, and Exploration of Multidimensional Phenomena", journal = j-IEEE-TRANS-BIG-DATA, volume = "5", number = "2", pages = "252--265", month = jun, year = "2019", CODEN = "????", DOI = "https://doi.org/10.1109/TBDATA.2018.2817505", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Fri Aug 2 11:24:47 2019", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", keywords = "Analytical models; Biological system modeling; computational capacities; Computational modeling; data analysis; Data models; Diseases; diseases; Distributed analytics; distributed analytics platform; distributed storage; high-level data exploration functionality; indexing; learning (artificial intelligence); machine learning; machine learning models; meta data; metadata extraction; multidimensional phenomena; natural phenomena; parameterizations; petabyte epidemiology dataset; selective retrievals; Sparks; storage management; training data; Training data; Trident handles data partitioning; usage patterns; voluminous data management; voluminous datasets", } @Article{Zhang:2019:UUD, author = "M. Zhang and H. Fu and Y. Li and S. Chen", title = "Understanding Urban Dynamics From Massive Mobile Traffic Data", journal = j-IEEE-TRANS-BIG-DATA, volume = "5", number = "2", pages = "266--278", month = jun, year = "2019", CODEN = "????", DOI = "https://doi.org/10.1109/TBDATA.2017.2778721", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Fri Aug 2 11:24:47 2019", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", keywords = "Big Data; cellular radio; cellular towers; Complexity theory; data decomposition; human daily activity patterns; Market research; massive mobile traffic data; Mobile communication; Mobile data; mobile data consumption; mobile radio; mobile traffic; Poles and towers; telecommunication traffic; time series; Time series analysis; urban areas; Urban areas; urban computing; urban dynamics; urban human activities; urban traffic patterns", } @Article{Choo:2019:SIBa, author = "K. R. Choo and M. Conti and A. Dehghantanha", title = "Special Issue on Big Data Applications in Cyber Security and Threat Intelligence: {Part 1}", journal = j-IEEE-TRANS-BIG-DATA, volume = "5", number = "3", pages = "279--281", month = sep, year = "2019", CODEN = "????", DOI = "https://doi.org/10.1109/TBDATA.2019.2933039", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Tue Oct 29 11:08:44 2019", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", keywords = "Big Data applications; Computer crime; Computer security; Data analysis; Special issues and sections", } @Article{Abawajy:2019:ICF, author = "J. H. Abawajy and A. Kelarev", title = "Iterative Classifier Fusion System for the Detection of {Android} Malware", journal = j-IEEE-TRANS-BIG-DATA, volume = "5", number = "3", pages = "282--292", month = sep, year = "2019", CODEN = "????", DOI = "https://doi.org/10.1109/TBDATA.2017.2676100", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Tue Oct 29 11:08:44 2019", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", keywords = "Android (operating system); Android devices; Android malware; Android malware detection; Android platform; Androids; Big data; big data; big data security; classifier fusion; cloud security; Feature extraction; feature selection; Humanoid robots; ICFS; IFS feature selection; invasive software; iterative classifier fusion system; iterative feature selection procedure; iterative methods; iterative systems; LibSVM; malicious software; Malware; multiclassifier fusion systems; multilayer perceptron; multilayer perceptrons; NBtree classifier; particle swarm optimisation; particle swarm optimization; pattern classification; polynomial kernel; Security; Smart phones; smartphone security; support vector machines; wrapper subset evaluator", } @Article{AlMahmoud:2019:SPP, author = "A. AlMahmoud and E. Damiani and H. Otrok and Y. Al-Hammadi", title = "{Spamdoop}: a Privacy-Preserving {Big Data} Platform for Collaborative Spam Detection", journal = j-IEEE-TRANS-BIG-DATA, volume = "5", number = "3", pages = "293--304", month = sep, year = "2019", CODEN = "????", DOI = "https://doi.org/10.1109/TBDATA.2017.2716409", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Tue Oct 29 11:08:44 2019", bibsource = "https://www.math.utah.edu/pub/tex/bib/hash.bib; https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", keywords = "Big Data; Collaboration; collaborative spam detection techniques; data privacy; distance-preserving hashes; e-mail content; Encoding; groupware; large scale e-mail data; large-scale collaborative solutions; Map Reduce; message classification; parallel encoding technique; parallel processing; Privacy; privacy-preserving analysis; privacy-preserving Big data platform; Spam campaign; spam generation tools; Spamdoop; standard Map Reduce facility; unsolicited e-mail; Unsolicited electronic mail", } @Article{Haider:2019:DAB, author = "W. Haider and J. Hu and Y. Xie and X. Yu and Q. Wu", title = "Detecting Anomalous Behavior in Cloud Servers by Nested-Arc Hidden Semi-{Markov} Model with State Summarization", journal = j-IEEE-TRANS-BIG-DATA, volume = "5", number = "3", pages = "305--316", month = sep, year = "2019", CODEN = "????", DOI = "https://doi.org/10.1109/TBDATA.2017.2736555", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Tue Oct 29 11:08:44 2019", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", keywords = "anomaly detection; anomaly detection algorithm; behavioral threshold; Big Data; big data analytic; cloud computing; cloud servers; Computational modeling; cyber security; Data models; dynamic usage behavior; file servers; hidden Markov chains; hidden Markov models; Hidden Markov models; HMM; IDS; intrusion detection; NAHSMM; nested-arc hidden semiMarkov model; raw sequence; Reliability; security of data; Servers; state summarization; System calls; Training", } @Article{Tang:2019:BDC, author = "M. Tang and M. Alazab and Y. Luo", title = "Big Data for Cybersecurity: Vulnerability Disclosure Trends and Dependencies", journal = j-IEEE-TRANS-BIG-DATA, volume = "5", number = "3", pages = "317--329", month = sep, year = "2019", CODEN = "????", DOI = "https://doi.org/10.1109/TBDATA.2017.2723570", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Tue Oct 29 11:08:44 2019", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", keywords = "attack targets; Big Data; Big data; Biological system modeling; business data processing; complex Big Data systems; complex historical vulnerability data; computer crime; Computer security; copula; cyber risk; cyber risk management; cybercrime; cybersecurity; Data models; long-term dependency; Market research; modern organisations; multivariate dependence structure; organisational aspects; organisations struggle; real world vulnerability data; risk management; Software; specialised attacks; statistical models; threat agents; time series; Time series analysis; univariate time series; vulnerability; vulnerability disclosure trends; vulnerability disclosures; vulnerability management; vulnerability proliferation; vulnerability risks; zero-day", } @Article{Cui:2019:ABS, author = "H. Cui and R. H. Deng and Y. Li and G. Wu", title = "Attribute-Based Storage Supporting Secure Deduplication of Encrypted Data in Cloud", journal = j-IEEE-TRANS-BIG-DATA, volume = "5", number = "3", pages = "330--342", month = sep, year = "2019", CODEN = "????", DOI = "https://doi.org/10.1109/TBDATA.2017.2656120", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Tue Oct 29 11:08:44 2019", bibsource = "https://www.math.utah.edu/pub/tex/bib/cryptography2010.bib; https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", keywords = "ABE; access policy; attribute-based storage system; authorisation; Cloud computing; cloud computing; cloud service provider; cryptography; data confidentiality; data deduplication systems; data provider; deduplication; duplicate copies; duplicate detection; encrypted data; encryption; Encryption; hybrid cloud setting; identical data; network bandwidth; outsourcing; private cloud; public cloud; secure deduplication; Secure storage; security notion; semantic security; Semantics; standard ABE system; Standards; storage; storage management; storage space", } @Article{Ding:2019:ERI, author = "X. Ding and L. Wang and Z. Shao and H. Jin", title = "Efficient Recommendation of De-Identification Policies Using {MapReduce}", journal = j-IEEE-TRANS-BIG-DATA, volume = "5", number = "3", pages = "343--354", month = sep, year = "2019", CODEN = "????", DOI = "https://doi.org/10.1109/TBDATA.2017.2690660", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Tue Oct 29 11:08:44 2019", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", keywords = "ADULTS dataset; anonymization; AOL dataset; approximate skyline computation scheme; approximately domination relationship; Big Data; Computational modeling; data handling; Data privacy; data privacy; data utility; De-identification policy; Indexes; individual privacy; information filtering; Lattices; MapReduce; Measurement; parallel algorithm; parallel algorithms; policy space generation stage; Privacy; query processing; re-identification attacks; re-identification risks; recommender systems; scale de-identification policies; SKY-FILTER-MR; skyline computation", } @Article{Feng:2019:SHO, author = "J. Feng and L. T. Yang and G. Dai and W. Wang and D. Zou", title = "A Secure High-Order {Lanczos}-Based Orthogonal Tensor {SVD} for Big Data Reduction in Cloud Environment", journal = j-IEEE-TRANS-BIG-DATA, volume = "5", number = "3", pages = "355--367", month = sep, year = "2019", CODEN = "????", DOI = "https://doi.org/10.1109/TBDATA.2018.2803841", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Tue Oct 29 11:08:44 2019", bibsource = "https://www.math.utah.edu/pub/tex/bib/cryptography2010.bib; https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", keywords = "Big Data; big data applications; big data reduction; big data techniques; Cloud computing; cloud computing; Computational complexity; Cryptography; cyber forensics; Cyber security; cyber security applications; data reduction; data security; digital forensics; garbled tensor; high-order big data reduction; high-order data; high-order lanczos method; high-order lanczos-based orthogonal tensor SVD algorithm; matrix data; orthogonal tensor SVD; outsourcing; Protocols; secure orthogonal tensor SVD method; singular value decomposition; Tensile stress; tensors", } @Article{Liao:2019:ESO, author = "W. Liao and C. Luo and S. Salinas and P. Li", title = "Efficient Secure Outsourcing of Large-Scale Convex Separable Programming for Big Data", journal = j-IEEE-TRANS-BIG-DATA, volume = "5", number = "3", pages = "368--378", month = sep, year = "2019", CODEN = "????", DOI = "https://doi.org/10.1109/TBDATA.2017.2787198", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Tue Oct 29 11:08:44 2019", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", keywords = "Amazon Elastic cloud computing platform; Big Data; big data; big data applications; chosen-plaintext attack; cloud computing; Cloud computing; Companies; computational complexity; computing resources; confidential data; Convex separable programming; convex separable programming problems; cryptography; data analysis; data privacy; data security and privacy; efficient secure outsourcing scheme; Encryption; large-scale convex separable programming; large-scale data analytics; Outsourcing; outsourcing; Programming; time savings; vector transformation schemes; vectors", } @Article{Puthal:2019:SSE, author = "D. Puthal and X. Wu and N. Surya and R. Ranjan and J. Chen", title = "{SEEN}: A Selective Encryption Method to Ensure Confidentiality for Big Sensing Data Streams", journal = j-IEEE-TRANS-BIG-DATA, volume = "5", number = "3", pages = "379--392", month = sep, year = "2019", CODEN = "????", DOI = "https://doi.org/10.1109/TBDATA.2017.2702172", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Tue Oct 29 11:08:44 2019", bibsource = "https://www.math.utah.edu/pub/tex/bib/cryptography2010.bib; https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", keywords = "Big Data; big data; Big data; Big data stream; big sensing data streams; critical applications; cryptography; data confidentiality; data integrity; data security; Data Stream Manager; decision-making; Encryption; high data trustworthiness; multilevel data confidentiality; Real-time systems; resource constrained sensing devices; selective encryption; selective encryption method; self-organizing wireless sensor networks; sensed data types; Sensors; smart health; telecommunication security; wireless sensor networks", } @Article{Yan:2019:HDS, author = "Z. Yan and L. Zhang and W. DING and Q. Zheng", title = "Heterogeneous Data Storage Management with Deduplication in Cloud Computing", journal = j-IEEE-TRANS-BIG-DATA, volume = "5", number = "3", pages = "393--407", month = sep, year = "2019", CODEN = "????", DOI = "https://doi.org/10.1109/TBDATA.2017.2701352", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Tue Oct 29 11:08:44 2019", bibsource = "https://www.math.utah.edu/pub/tex/bib/cryptography2010.bib; https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", keywords = "access control; Access control; access control; authorisation; Big data; cloud computing; Cloud computing; cloud servers; cloud storage; cloud users; cryptography; Data deduplication; data owners; data privacy; data sensitivity; data sharing; deduplication management; encrypted data storage; Encryption; heterogeneous data storage management; Memory; multiple Cloud Service Providers; outsourcing; security analysis; storage management", } @Article{SoltaniPanah:2019:CDG, author = "A. {Soltani Panah} and A. Yavari and R. {van Schyndel} and D. Georgakopoulos and X. Yi", title = "Context-Driven Granular Disclosure Control for {Internet of Things} Applications", journal = j-IEEE-TRANS-BIG-DATA, volume = "5", number = "3", pages = "408--422", month = sep, year = "2019", CODEN = "????", DOI = "https://doi.org/10.1109/TBDATA.2017.2737463", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Tue Oct 29 11:08:44 2019", bibsource = "https://www.math.utah.edu/pub/tex/bib/cryptography2010.bib; https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib; https://www.math.utah.edu/pub/tex/bib/prng.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", keywords = "Authorization; context; context-driven disclosure policies; context-driven granular disclosure control; data handling; data lifecycle; Data models; data obfuscation; data privacy; Data privacy; data stream watermarking techniques; data utility; digital watermark; Internet of Things; IoT data collection; IoT environments; multigranular obfuscation; Privacy; privacy enforcement; Privacy preservation; privacy preservation techniques; pseudorandom numbers; security of data; technology revolution; Watermarking", } @Article{Choo:2019:SIBb, author = "Kim-Kwang Raymond Choo and Mauro Conti and Ali Dehghantanha", title = "Special Issue on {Big Data} Applications in Cyber Security and Threat Intelligence {Part 2}", journal = j-IEEE-TRANS-BIG-DATA, volume = "5", number = "4", pages = "423--424", month = dec, year = "2019", CODEN = "????", DOI = "https://doi.org/10.1109/TBDATA.2019.2933040", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Thu May 27 16:00:41 2021", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", } @Article{Castiglione:2019:NMA, author = "Aniello Castiglione and Giuseppe Cattaneo and Giancarlo {De Maio} and Alfredo {De Santis} and Gianluca Roscigno", title = "A Novel Methodology to Acquire Live {Big Data} Evidence from the Cloud", journal = j-IEEE-TRANS-BIG-DATA, volume = "5", number = "4", pages = "425--438", month = dec, year = "2019", CODEN = "????", DOI = "https://doi.org/10.1109/TBDATA.2017.2683521", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Thu May 27 16:00:41 2021", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", } @Article{Bou-Harb:2019:BDS, author = "Elias Bou-Harb and Martin Hus{\'a}k and Mourad Debbabi and Chadi Assi", title = "Big Data Sanitization and Cyber Situational Awareness: a Network Telescope Perspective", journal = j-IEEE-TRANS-BIG-DATA, volume = "5", number = "4", pages = "439--453", month = dec, year = "2019", CODEN = "????", DOI = "https://doi.org/10.1109/TBDATA.2017.2723398", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Thu May 27 16:00:41 2021", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", } @Article{Wang:2019:NRS, author = "Binfeng Wang and Jun Zhang and Zili Zhang and Lei Pan and Yang Xiang and Dawen Xia", title = "Noise-Resistant Statistical Traffic Classification", journal = j-IEEE-TRANS-BIG-DATA, volume = "5", number = "4", pages = "454--466", month = dec, year = "2019", CODEN = "????", DOI = "https://doi.org/10.1109/TBDATA.2017.2735996", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Thu May 27 16:00:41 2021", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", } @Article{Iglesias:2019:PDI, author = "F{\'e}lix Iglesias and Tanja Zseby", title = "Pattern Discovery in Internet Background Radiation", journal = j-IEEE-TRANS-BIG-DATA, volume = "5", number = "4", pages = "467--480", month = dec, year = "2019", CODEN = "????", DOI = "https://doi.org/10.1109/TBDATA.2017.2723893", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Thu May 27 16:00:41 2021", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", } @Article{Moustafa:2019:NGA, author = "Nour Moustafa and Jill Slay and Gideon Creech", title = "Novel Geometric Area Analysis Technique for Anomaly Detection Using Trapezoidal Area Estimation on Large-Scale Networks", journal = j-IEEE-TRANS-BIG-DATA, volume = "5", number = "4", pages = "481--494", month = dec, year = "2019", CODEN = "????", DOI = "https://doi.org/10.1109/TBDATA.2017.2715166", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Thu May 27 16:00:41 2021", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", } @Article{Cao:2019:TMD, author = "Bin Cao and Jianwei Zhao and Zhihan Lv and Xin Liu", title = "{$3$D} Terrain Multiobjective Deployment Optimization of Heterogeneous Directional Sensor Networks in Security Monitoring", journal = j-IEEE-TRANS-BIG-DATA, volume = "5", number = "4", pages = "495--505", month = dec, year = "2019", CODEN = "????", DOI = "https://doi.org/10.1109/TBDATA.2017.2685581", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Thu May 27 16:00:41 2021", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", } @Article{Yu:2019:RRT, author = "Weiren Yu and Jianxin Li and Md Zakirul Alam Bhuiyan and Richong Zhang and Jinpeng Huai", title = "{Ring}: Real-Time Emerging Anomaly Monitoring System Over Text Streams", journal = j-IEEE-TRANS-BIG-DATA, volume = "5", number = "4", pages = "506--519", month = dec, year = "2019", CODEN = "????", DOI = "https://doi.org/10.1109/TBDATA.2017.2672672", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Thu May 27 16:00:41 2021", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", } @Article{Zhang:2019:SAM, author = "Zhiyong Zhang and Ranran Sun and Xiaoxue Wang and Changwei Zhao", title = "A Situational Analytic Method for User Behavior Pattern in Multimedia Social Networks", journal = j-IEEE-TRANS-BIG-DATA, volume = "5", number = "4", pages = "520--528", month = dec, year = "2019", CODEN = "????", DOI = "https://doi.org/10.1109/TBDATA.2017.2657623", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Thu May 27 16:00:41 2021", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", } @Article{Xu:2019:MMD, author = "Zheng Xu and Lin Mei and Zhihan Lv and Chuanping Hu and Xiangfeng Luo and Hui Zhang and Yunhuai Liu", title = "Multi-Modal Description of Public Safety Events Using Surveillance and Social Media", journal = j-IEEE-TRANS-BIG-DATA, volume = "5", number = "4", pages = "529--539", month = dec, year = "2019", CODEN = "????", DOI = "https://doi.org/10.1109/TBDATA.2017.2656918", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Thu May 27 16:00:41 2021", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", } @Article{Wan:2019:ALA, author = "Zhiqiang Wan and Haibo He", title = "{AnswerNet}: Learning to Answer Questions", journal = j-IEEE-TRANS-BIG-DATA, volume = "5", number = "4", pages = "540--549", month = dec, year = "2019", CODEN = "????", DOI = "https://doi.org/10.1109/TBDATA.2018.2884486", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Thu May 27 16:00:41 2021", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", } @Article{Ding:2019:SBT, author = "Yichen Ding and Yanhua Li and Xun Zhou and Zhuojie Huang and Simin You and Jun Luo", title = "Sampling Big Trajectory Data for Traversal Trajectory Aggregate Query", journal = j-IEEE-TRANS-BIG-DATA, volume = "5", number = "4", pages = "550--563", month = dec, year = "2019", CODEN = "????", DOI = "https://doi.org/10.1109/TBDATA.2018.2830780", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Thu May 27 16:00:41 2021", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", } @Article{Zhang:2019:QEB, author = "Peng Zhang and Xiang Shi and Samee U. Khan", title = "{QuantCloud}: Enabling {Big Data} Complex Event Processing for Quantitative Finance Through a Data-Driven Execution", journal = j-IEEE-TRANS-BIG-DATA, volume = "5", number = "4", pages = "564--575", month = dec, year = "2019", CODEN = "????", DOI = "https://doi.org/10.1109/TBDATA.2018.2847629", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Thu May 27 16:00:41 2021", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", } @Article{Li:2019:CDH, author = "Yanhua Li and Guanxiong Liu and Zhi-Li Zhang and Jun Luo and Fan Zhang", title = "{CityLines}: Designing Hybrid Hub-and-Spoke Transit System with Urban {Big Data}", journal = j-IEEE-TRANS-BIG-DATA, volume = "5", number = "4", pages = "576--587", month = dec, year = "2019", CODEN = "????", DOI = "https://doi.org/10.1109/TBDATA.2018.2840222", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Thu May 27 16:00:41 2021", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", } @Article{Yu:2019:BRS, author = "Shengkang Yu and Xi Li and Xueyi Zhao and Zhongfei Zhang and Fei Wu and Jingdong Wang and Yueting Zhuang and Xuelong Li", title = "A Bilinear Ranking {SVM} for Knowledge Based Relation Prediction and Classification", journal = j-IEEE-TRANS-BIG-DATA, volume = "5", number = "4", pages = "588--600", month = dec, year = "2019", CODEN = "????", DOI = "https://doi.org/10.1109/TBDATA.2018.2843766", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Thu May 27 16:00:41 2021", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", } @Article{Yang:2020:MOE, author = "Qiang Yang", title = "Message From the Outgoing {Editor-in-Chief}", journal = j-IEEE-TRANS-BIG-DATA, volume = "6", number = "1", pages = "1--1", month = mar, year = "2020", CODEN = "????", DOI = "https://doi.org/10.1109/TBDATA.2020.2971791", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Thu May 27 16:00:41 2021", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", } @Article{Tang:2020:MIE, author = "Jie Tang", title = "Message from the Incoming {Editor-in-Chief}", journal = j-IEEE-TRANS-BIG-DATA, volume = "6", number = "1", pages = "2--2", month = mar, year = "2020", CODEN = "????", DOI = "https://doi.org/10.1109/TBDATA.2020.2971766", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Thu May 27 16:00:41 2021", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", } @Article{Zhang:2020:NRL, author = "Daokun Zhang and Jie Yin and Xingquan Zhu and Chengqi Zhang", title = "Network Representation Learning: a Survey", journal = j-IEEE-TRANS-BIG-DATA, volume = "6", number = "1", pages = "3--28", month = mar, year = "2020", CODEN = "????", DOI = "https://doi.org/10.1109/TBDATA.2018.2850013", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Thu May 27 16:00:41 2021", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", } @Article{Han:2020:CWS, author = "Guyue Han and Harish Sethu", title = "Closed Walk Sampler: an Efficient Method for Estimating Eigenvalues of Large Graphs", journal = j-IEEE-TRANS-BIG-DATA, volume = "6", number = "1", pages = "29--42", month = mar, year = "2020", CODEN = "????", DOI = "https://doi.org/10.1109/TBDATA.2018.2865805", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Thu May 27 16:00:41 2021", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", } @Article{Malandrino:2020:MCT, author = "Francesco Malandrino and Carla-Fabiana Chiasserini and Giuseppe Avino and Marco Malinverno and Scott Kirkpatrick", title = "From Megabits to {CPU} Ticks: Enriching a Demand Trace in the Age of {MEC}", journal = j-IEEE-TRANS-BIG-DATA, volume = "6", number = "1", pages = "43--50", month = mar, year = "2020", CODEN = "????", DOI = "https://doi.org/10.1109/TBDATA.2018.2867025", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Thu May 27 16:00:41 2021", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", } @Article{Joneidi:2020:OSS, author = "Mohsen Joneidi and Alireza Zaeemzadeh and Behzad Shahrasbi and Guo-Jun Qi and Nazanin Rahnavard", title = "E-Optimal Sensor Selection for Compressive Sensing-Based Purposes", journal = j-IEEE-TRANS-BIG-DATA, volume = "6", number = "1", pages = "51--65", month = mar, year = "2020", CODEN = "????", DOI = "https://doi.org/10.1109/TBDATA.2018.2868120", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Thu May 27 16:00:41 2021", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", } @Article{Li:2020:EPQ, author = "Ruiyuan Li and Sijie Ruan and Jie Bao and Yanhua Li and Yingcai Wu and Liang Hong and Yu Zheng", title = "Efficient Path Query Processing Over Massive Trajectories on the Cloud", journal = j-IEEE-TRANS-BIG-DATA, volume = "6", number = "1", pages = "66--79", month = mar, year = "2020", CODEN = "????", DOI = "https://doi.org/10.1109/TBDATA.2018.2868936", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Thu May 27 16:00:41 2021", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", } @Article{Perrot:2020:CTH, author = "Alexandre Perrot and David Auber", title = "{Cornac}: Tackling Huge Graph Visualization with {Big Data} Infrastructure", journal = j-IEEE-TRANS-BIG-DATA, volume = "6", number = "1", pages = "80--92", month = mar, year = "2020", CODEN = "????", DOI = "https://doi.org/10.1109/TBDATA.2018.2869165", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Thu May 27 16:00:41 2021", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", } @Article{Zhang:2020:STR, author = "Pengcheng Zhang and Yangyang Jia and Jerry Gao and Wei Song and Hareton Leung", title = "Short-Term Rainfall Forecasting Using Multi-Layer Perceptron", journal = j-IEEE-TRANS-BIG-DATA, volume = "6", number = "1", pages = "93--106", month = mar, year = "2020", CODEN = "????", DOI = "https://doi.org/10.1109/TBDATA.2018.2871151", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Thu May 27 16:00:41 2021", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", } @Article{Sainju:2020:PGB, author = "Arpan Man Sainju and Danial Aghajarian and Zhe Jiang and Sushil Prasad", title = "Parallel Grid-Based Colocation Mining Algorithms on {GPUs} for Big Spatial Event Data", journal = j-IEEE-TRANS-BIG-DATA, volume = "6", number = "1", pages = "107--118", month = mar, year = "2020", CODEN = "????", DOI = "https://doi.org/10.1109/TBDATA.2018.2871062", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Thu May 27 16:00:41 2021", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", } @Article{Fan:2020:MCS, author = "Jicong Fan and Mingbo Zhao and Tommy W. S. Chow", title = "Matrix Completion via Sparse Factorization Solved by Accelerated Proximal Alternating Linearized Minimization", journal = j-IEEE-TRANS-BIG-DATA, volume = "6", number = "1", pages = "119--130", month = mar, year = "2020", CODEN = "????", DOI = "https://doi.org/10.1109/TBDATA.2018.2871476", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Thu May 27 16:00:41 2021", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", } @Article{Chen:2020:BDP, author = "Huangke Chen and Jinming Wen and Witold Pedrycz and Guohua Wu", title = "Big Data Processing Workflows Oriented Real-Time Scheduling Algorithm using Task-Duplication in Geo-Distributed Clouds", journal = j-IEEE-TRANS-BIG-DATA, volume = "6", number = "1", pages = "131--144", month = mar, year = "2020", CODEN = "????", DOI = "https://doi.org/10.1109/TBDATA.2018.2874469", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Thu May 27 16:00:41 2021", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", } @Article{Zhou:2020:OTD, author = "Xun Zhou and Huigui Rong and Chang Yang and Qun Zhang and Amin Vahedian Khezerlou and Hui Zheng and Zubair Shafiq and Alex X. Liu", title = "Optimizing Taxi Driver Profit Efficiency: a Spatial Network-Based {Markov} Decision Process Approach", journal = j-IEEE-TRANS-BIG-DATA, volume = "6", number = "1", pages = "145--158", month = mar, year = "2020", CODEN = "????", DOI = "https://doi.org/10.1109/TBDATA.2018.2875524", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Thu May 27 16:00:41 2021", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", } @Article{Lwowski:2020:GED, author = "Brandon Lwowski and Paul Rad and Kim-Kwang Raymond Choo", title = "Geospatial Event Detection by Grouping Emotion Contagion in Social Media", journal = j-IEEE-TRANS-BIG-DATA, volume = "6", number = "1", pages = "159--170", month = mar, year = "2020", CODEN = "????", DOI = "https://doi.org/10.1109/TBDATA.2018.2876405", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Thu May 27 16:00:41 2021", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", } @Article{Xu:2020:OTT, author = "Ran Xu and Yong Li and Sheng Chen", title = "On the Opportunistic Topology of Taxi Networks in Urban Mobility Environment", journal = j-IEEE-TRANS-BIG-DATA, volume = "6", number = "1", pages = "171--188", month = mar, year = "2020", CODEN = "????", DOI = "https://doi.org/10.1109/TBDATA.2018.2878577", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Thu May 27 16:00:41 2021", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", } @Article{Cheng:2020:OCC, author = "Jiujun Cheng and Minjun Chen and MengChu Zhou and Shangce Gao and Chunmei Liu and Cong Liu", title = "Overlapping Community Change-Point Detection in an Evolving Network", journal = j-IEEE-TRANS-BIG-DATA, volume = "6", number = "1", pages = "189--200", month = mar, year = "2020", CODEN = "????", DOI = "https://doi.org/10.1109/TBDATA.2018.2880780", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Thu May 27 16:00:41 2021", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", } @Article{Chou:2020:FTF, author = "Szu-Yu Chou and Jyh-Shing Roger Jang and Yi-Hsuan Yang", title = "Fast Tensor Factorization for Large-Scale Context-Aware Recommendation from Implicit Feedback", journal = j-IEEE-TRANS-BIG-DATA, volume = "6", number = "1", pages = "201--208", month = mar, year = "2020", CODEN = "????", DOI = "https://doi.org/10.1109/TBDATA.2018.2889121", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Thu May 27 16:00:41 2021", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", } @Article{Anonymous:2020:IIT, author = "Anonymous", title = "2019 Index {{\booktitle{IEEE Transactions on Big Data}}} Vol. 5", journal = j-IEEE-TRANS-BIG-DATA, volume = "6", number = "1", pages = "1--9", month = mar, year = "2020", CODEN = "????", DOI = "https://doi.org/10.1109/TBDATA.2020.2975953", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Thu May 27 16:00:41 2021", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", } @Article{Yang:2020:SIW, author = "Yang Yang and Jie Li and Cheng-Xiang Wang and Olav Tirkkonen and Ming-Tuo Zhou", title = "Special Issue on Wireless {Big Data}", journal = j-IEEE-TRANS-BIG-DATA, volume = "6", number = "2", pages = "209--210", month = jun, year = "2020", CODEN = "????", DOI = "https://doi.org/10.1109/TBDATA.2020.2966806", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Thu May 27 16:00:41 2021", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", } @Article{Huang:2020:BDE, author = "Jie Huang and Cheng-Xiang Wang and Lu Bai and Jian Sun and Yang Yang and Jie Li and Olav Tirkkonen and Ming-Tuo Zhou", title = "A {Big Data} Enabled Channel Model for {5G} Wireless Communication Systems", journal = j-IEEE-TRANS-BIG-DATA, volume = "6", number = "2", pages = "211--222", month = jun, year = "2020", CODEN = "????", DOI = "https://doi.org/10.1109/TBDATA.2018.2884489", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Thu May 27 16:00:41 2021", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", } @Article{Li:2020:CAW, author = "Yupeng Li and Jianhua Zhang and Zhanyu Ma and Yu Zhang", title = "Clustering Analysis in the Wireless Propagation Channel with a Variational {Gaussian} Mixture Model", journal = j-IEEE-TRANS-BIG-DATA, volume = "6", number = "2", pages = "223--232", month = jun, year = "2020", CODEN = "????", DOI = "https://doi.org/10.1109/TBDATA.2018.2840696", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Thu May 27 16:00:41 2021", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", } @Article{Li:2020:MEM, author = "Ruidong Li and Hitoshi Asaeda", title = "{MWBS}: an Efficient Many-to-Many Wireless {Big Data} Delivery Scheme", journal = j-IEEE-TRANS-BIG-DATA, volume = "6", number = "2", pages = "233--247", month = jun, year = "2020", CODEN = "????", DOI = "https://doi.org/10.1109/TBDATA.2018.2878584", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Thu May 27 16:00:41 2021", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", } @Article{Zhang:2020:IDC, author = "Qingchen Zhang and Laurence T. Yang and Zhikui Chen and Peng Li", title = "Incremental Deep Computation Model for Wireless {Big Data} Feature Learning", journal = j-IEEE-TRANS-BIG-DATA, volume = "6", number = "2", pages = "248--257", month = jun, year = "2020", CODEN = "????", DOI = "https://doi.org/10.1109/TBDATA.2019.2903092", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Thu May 27 16:00:41 2021", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", } @Article{Gu:2020:SWC, author = "Yu Gu and Yifan Zhang and Jie Li and Yusheng Ji and Xin An and Fuji Ren", title = "{Sleepy}: Wireless Channel Data Driven Sleep Monitoring via Commodity {WiFi} Devices", journal = j-IEEE-TRANS-BIG-DATA, volume = "6", number = "2", pages = "258--268", month = jun, year = "2020", CODEN = "????", DOI = "https://doi.org/10.1109/TBDATA.2018.2851201", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Thu May 27 16:00:41 2021", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", } @Article{Jia:2020:WDF, author = "Weijia Jia and Hongjian Peng and Na Ruan and Zhiqing Tang and Wei Zhao", title = "{WiFind}: Driver Fatigue Detection with Fine-Grained {Wi-Fi} Signal Features", journal = j-IEEE-TRANS-BIG-DATA, volume = "6", number = "2", pages = "269--282", month = jun, year = "2020", CODEN = "????", DOI = "https://doi.org/10.1109/TBDATA.2018.2848969", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Thu May 27 16:00:41 2021", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", } @Article{Du:2020:DPP, author = "Miao Du and Kun Wang and Zhuoqun Xia and Yan Zhang", title = "Differential Privacy Preserving of Training Model in Wireless {Big Data} with Edge Computing", journal = j-IEEE-TRANS-BIG-DATA, volume = "6", number = "2", pages = "283--295", month = jun, year = "2020", CODEN = "????", DOI = "https://doi.org/10.1109/TBDATA.2018.2829886", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Thu May 27 16:00:41 2021", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", } @Article{Wang:2020:BDP, author = "Shuang Wang and Luca Bonomi and Wenrui Dai and Feng Chen and Cynthia Cheung and Cinnamon S. Bloss and Samuel Cheng and Xiaoqian Jiang", title = "Big Data Privacy in Biomedical Research", journal = j-IEEE-TRANS-BIG-DATA, volume = "6", number = "2", pages = "296--308", month = jun, year = "2020", CODEN = "????", DOI = "https://doi.org/10.1109/TBDATA.2016.2608848", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Thu May 27 16:00:41 2021", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", } @Article{Li:2020:EMK, author = "Yaliang Li and Chaochun Liu and Nan Du and Wei Fan and Qi Li and Jing Gao and Chenwei Zhang and Hao Wu", title = "Extracting Medical Knowledge from Crowdsourced Question Answering Website", journal = j-IEEE-TRANS-BIG-DATA, volume = "6", number = "2", pages = "309--321", month = jun, year = "2020", CODEN = "????", DOI = "https://doi.org/10.1109/TBDATA.2016.2612236", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Thu May 27 16:00:41 2021", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", } @Article{Zhang:2020:DMB, author = "Wenlu Zhang and Rongjian Li and Tao Zeng and Qian Sun and Sudhir Kumar and Jieping Ye and Shuiwang Ji", title = "Deep Model Based Transfer and Multi-Task Learning for Biological Image Analysis", journal = j-IEEE-TRANS-BIG-DATA, volume = "6", number = "2", pages = "322--333", month = jun, year = "2020", CODEN = "????", DOI = "https://doi.org/10.1109/TBDATA.2016.2573280", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Thu May 27 16:00:41 2021", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", } @Article{Li:2020:CDM, author = "Jianqiang Li and Lu Liu and Jingchao Sun and Haowen Mo and Ji-Jiang Yang and Shi Chen and Huiting Liu and Qing Wang and Hui Pan", title = "Comparison of Different Machine Learning Approaches to Predict Small for Gestational Age Infants", journal = j-IEEE-TRANS-BIG-DATA, volume = "6", number = "2", pages = "334--346", month = jun, year = "2020", CODEN = "????", DOI = "https://doi.org/10.1109/TBDATA.2016.2620981", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Thu May 27 16:00:41 2021", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", } @Article{Rezgui:2020:CSP, author = "Abdelmounaam Rezgui and Nickolas Davis and Zaki Malik and Brahim Medjahed and Hamdy S. Soliman", title = "{CloudFinder}: a System for Processing {Big Data} Workloads on Volunteered Federated Clouds", journal = j-IEEE-TRANS-BIG-DATA, volume = "6", number = "2", pages = "347--358", month = jun, year = "2020", CODEN = "????", DOI = "https://doi.org/10.1109/TBDATA.2017.2703830", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Thu May 27 16:00:41 2021", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", } @Article{Ghosh:2020:CPI, author = "Debopriya Ghosh and Javier Cabrera and Tarek N. Adam and Petros Levounis and Nabil R. Adam", title = "Comorbidity Patterns and Its Impact on Health Outcomes: Two-Way Clustering Analysis", journal = j-IEEE-TRANS-BIG-DATA, volume = "6", number = "2", pages = "359--368", month = jun, year = "2020", CODEN = "????", DOI = "https://doi.org/10.1109/TBDATA.2016.2623323", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Thu May 27 16:00:41 2021", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", } @Article{Zhang:2020:KPA, author = "Zhao Zhang and Kyle Barbary and Frank Austin Nothaft and Evan R. Sparks and Oliver Zahn and Michael J. Franklin and David A. Patterson and Saul Perlmutter", title = "{Kira}: Processing Astronomy Imagery Using {Big Data} Technology", journal = j-IEEE-TRANS-BIG-DATA, volume = "6", number = "2", pages = "369--381", month = jun, year = "2020", CODEN = "????", DOI = "https://doi.org/10.1109/TBDATA.2016.2599926", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Thu May 27 16:00:41 2021", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", } @Article{Efthymiou:2020:BBA, author = "Vasilis Efthymiou and Kostas Stefanidis and Vassilis Christophides", title = "Benchmarking Blocking Algorithms for {Web} Entities", journal = j-IEEE-TRANS-BIG-DATA, volume = "6", number = "2", pages = "382--395", month = jun, year = "2020", CODEN = "????", DOI = "https://doi.org/10.1109/TBDATA.2016.2576463", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Thu May 27 16:00:41 2021", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", } @Article{Hildebrandt:2020:LSD, author = "Kai Hildebrandt and Fabian Panse and Niklas Wilcke and Norbert Ritter", title = "Large-Scale Data Pollution with {Apache Spark}", journal = j-IEEE-TRANS-BIG-DATA, volume = "6", number = "2", pages = "396--411", month = jun, year = "2020", CODEN = "????", DOI = "https://doi.org/10.1109/TBDATA.2016.2637378", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Thu May 27 16:00:41 2021", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", } @Article{Jiang:2020:PPA, author = "Yuxuan Jiang and Zhe Huang and Danny H. K. Tsang", title = "On Power-Peak-Aware Scheduling for Large-Scale Shared Clusters", journal = j-IEEE-TRANS-BIG-DATA, volume = "6", number = "2", pages = "412--426", month = jun, year = "2020", CODEN = "????", DOI = "https://doi.org/10.1109/TBDATA.2018.2874663", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Thu May 27 16:00:41 2021", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", } @Article{Datcu:2020:SIB, author = "Mihai Datcu and Jacqueline {Le Moigne} and Sveinung Loekken and Pierre Soille and Gui-Song Xia", title = "Special Issue on {Big Data} From Space", journal = j-IEEE-TRANS-BIG-DATA, volume = "6", number = "3", pages = "427--429", month = sep, year = "2020", CODEN = "????", DOI = "https://doi.org/10.1109/TBDATA.2020.3015536", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Thu May 27 16:00:41 2021", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", } @Article{Coluccia:2020:OCI, author = "Giulio Coluccia and Cinzia Lastri and Donatella Guzzi and Enrico Magli and Vanni Nardino and Lorenzo Palombi and Ivan Pippi and Valentina Raimondi and Chiara Ravazzi and Florin Garoi and Daniela Coltuc and Raffaele Vitulli and Alessandro Zuccaro Marchi", title = "Optical Compressive Imaging Technologies for Space {Big Data}", journal = j-IEEE-TRANS-BIG-DATA, volume = "6", number = "3", pages = "430--442", month = sep, year = "2020", CODEN = "????", DOI = "https://doi.org/10.1109/TBDATA.2019.2907135", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Thu May 27 16:00:41 2021", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", } @Article{Barreyre:2020:MTO, author = "Cl{\'e}mentine Barreyre and B{\'e}atrice Laurent and Jean-Michel Loubes and Loic Boussouf and Bertrand Cabon", title = "Multiple Testing for Outlier Detection in Space Telemetries", journal = j-IEEE-TRANS-BIG-DATA, volume = "6", number = "3", pages = "443--451", month = sep, year = "2020", CODEN = "????", DOI = "https://doi.org/10.1109/TBDATA.2019.2954831", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Thu May 27 16:00:41 2021", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", } @Article{DeMarch:2020:IAP, author = "R. {De March} and C. Leuzzi and M. Deffacis and F. Caronte and A. F. Mulone and R. Messineo", title = "Innovative Approach for {PMM} Data Processing and Analytics", journal = j-IEEE-TRANS-BIG-DATA, volume = "6", number = "3", pages = "452--459", month = sep, year = "2020", CODEN = "????", DOI = "https://doi.org/10.1109/TBDATA.2020.2995242", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Thu May 27 16:00:41 2021", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", } @Article{Stivaktakis:2020:CNN, author = "Radamanthys Stivaktakis and Grigorios Tsagkatakis and Bruno Moraes and Filipe Abdalla and Jean-Luc Starck and Panagiotis Tsakalides", title = "Convolutional Neural Networks for Spectroscopic Redshift Estimation on {Euclid} Data", journal = j-IEEE-TRANS-BIG-DATA, volume = "6", number = "3", pages = "460--476", month = sep, year = "2020", CODEN = "????", DOI = "https://doi.org/10.1109/TBDATA.2019.2934475", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Thu May 27 16:00:41 2021", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", } @Article{Brahem:2020:AUA, author = "Mariem Brahem and Karine Zeitouni and Laurent Yeh", title = "{ASTROIDE}: a Unified Astronomical {Big Data} Processing Engine over {Spark}", journal = j-IEEE-TRANS-BIG-DATA, volume = "6", number = "3", pages = "477--491", month = sep, year = "2020", CODEN = "????", DOI = "https://doi.org/10.1109/TBDATA.2018.2873749", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Thu May 27 16:00:41 2021", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", } @Article{Xu:2020:BPC, author = "Yonghao Xu and Bo Du and Liangpei Zhang", title = "Beyond the Patchwise Classification: Spectral-Spatial Fully Convolutional Networks for Hyperspectral Image Classification", journal = j-IEEE-TRANS-BIG-DATA, volume = "6", number = "3", pages = "492--506", month = sep, year = "2020", CODEN = "????", DOI = "https://doi.org/10.1109/TBDATA.2019.2923243", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Thu May 27 16:00:41 2021", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", } @Article{Tong:2020:EDF, author = "Xin-Yi Tong and Gui-Song Xia and Fan Hu and Yanfei Zhong and Mihai Datcu and Liangpei Zhang", title = "Exploiting Deep Features for Remote Sensing Image Retrieval: a Systematic Investigation", journal = j-IEEE-TRANS-BIG-DATA, volume = "6", number = "3", pages = "507--521", month = sep, year = "2020", CODEN = "????", DOI = "https://doi.org/10.1109/TBDATA.2019.2948924", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Thu May 27 16:00:41 2021", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", } @Article{Hu:2020:MDS, author = "Fan Hu and Gui-Song Xia and Wen Yang and Liangpei Zhang", title = "Mining Deep Semantic Representations for Scene Classification of High-Resolution Remote Sensing Imagery", journal = j-IEEE-TRANS-BIG-DATA, volume = "6", number = "3", pages = "522--536", month = sep, year = "2020", CODEN = "????", DOI = "https://doi.org/10.1109/TBDATA.2019.2916880", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Thu May 27 16:00:41 2021", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", } @Article{DaSilva:2020:TSM, author = "Jo{\~a}o Paulo {Da Silva} and Jurandir Zullo and Luciana Alvim {Santos Romani}", title = "A Time Series Mining Approach for Agricultural Area Detection", journal = j-IEEE-TRANS-BIG-DATA, volume = "6", number = "3", pages = "537--546", month = sep, year = "2020", CODEN = "????", DOI = "https://doi.org/10.1109/TBDATA.2019.2913402", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Thu May 27 16:00:41 2021", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", } @Article{Syrris:2020:MCS, author = "Vasileios Syrris and Christina Corbane and Martino Pesaresi and Pierre Soille", title = "Mosaicking {Copernicus Sentinel-1} Data at Global Scale", journal = j-IEEE-TRANS-BIG-DATA, volume = "6", number = "3", pages = "547--557", month = sep, year = "2020", CODEN = "????", DOI = "https://doi.org/10.1109/TBDATA.2018.2846265", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Thu May 27 16:00:41 2021", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", } @Article{Zinno:2020:NSS, author = "I. Zinno and M. Bonano and S. Buonanno and F. Casu and C. {De Luca} and M. Manunta and M. Manzo and R. Lanari", title = "National Scale Surface Deformation Time Series Generation through Advanced {DInSAR} Processing of {Sentinel-1} Data within a Cloud Computing Environment", journal = j-IEEE-TRANS-BIG-DATA, volume = "6", number = "3", pages = "558--571", month = sep, year = "2020", CODEN = "????", DOI = "https://doi.org/10.1109/TBDATA.2018.2863558", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Thu May 27 16:00:41 2021", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", } @Article{Shelestov:2020:CAA, author = "Andrii Shelestov and Mykola Lavreniuk and Vladimir Vasiliev and Leonid Shumilo and Andrii Kolotii and Bohdan Yailymov and Nataliia Kussul and Hanna Yailymova", title = "Cloud Approach to Automated Crop Classification Using {Sentinel-1} Imagery", journal = j-IEEE-TRANS-BIG-DATA, volume = "6", number = "3", pages = "572--582", month = sep, year = "2020", CODEN = "????", DOI = "https://doi.org/10.1109/TBDATA.2019.2940237", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Thu May 27 16:00:41 2021", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", } @Article{Zurita-Milla:2020:ESO, author = "Raul Zurita-Milla and Romulo Goncalves and Emma Izquierdo-Verdiguier and Frank O. Ostermann", title = "Exploring Spring Onset at Continental Scales: Mapping Phenoregions and Correlating Temperature and Satellite-Based Phenometrics", journal = j-IEEE-TRANS-BIG-DATA, volume = "6", number = "3", pages = "583--593", month = sep, year = "2020", CODEN = "????", DOI = "https://doi.org/10.1109/TBDATA.2019.2926292", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Thu May 27 16:00:41 2021", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", } @Article{Ma:2020:DNN, author = "Zhanyu Ma and Jiyang Xie and Hailong Li and Qie Sun and Fredrik Wallin and Zhongwei Si and Jun Guo", title = "Deep Neural Network-Based Impacts Analysis of Multimodal Factors on Heat Demand Prediction", journal = j-IEEE-TRANS-BIG-DATA, volume = "6", number = "3", pages = "594--605", month = sep, year = "2020", CODEN = "????", DOI = "https://doi.org/10.1109/TBDATA.2019.2907127", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Thu May 27 16:00:41 2021", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", } @Article{Hu:2020:BDC, author = "Shiyan Hu and Xin Li and Haibo He and Shuguang Cui and Manish Parashar", title = "Big Data for Cyber-Physical Systems", journal = j-IEEE-TRANS-BIG-DATA, volume = "6", number = "4", pages = "606--608", month = dec, year = "2020", CODEN = "????", DOI = "https://doi.org/10.1109/TBDATA.2020.3033101", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Thu May 27 16:00:41 2021", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", } @Article{Ibrahim:2020:BCS, author = "Mohamed Ibrahim and Krishnendu Chakrabarty and Jun Zeng", title = "{BioCyBig}: a Cyberphysical System for Integrative Microfluidics-Driven Analysis of Genomic Association Studies", journal = j-IEEE-TRANS-BIG-DATA, volume = "6", number = "4", pages = "609--623", month = dec, year = "2020", CODEN = "????", DOI = "https://doi.org/10.1109/TBDATA.2016.2643683", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Thu May 27 16:00:41 2021", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", } @Article{Shah:2020:SDS, author = "Zubair Shah and Adnan Anwar and Abdun Naser Mahmood and Zahir Tari and Albert Y. Zomaya", title = "A Spatiotemporal Data Summarization Approach for Real-Time Operation of {Smart Grid}", journal = j-IEEE-TRANS-BIG-DATA, volume = "6", number = "4", pages = "624--637", month = dec, year = "2020", CODEN = "????", DOI = "https://doi.org/10.1109/TBDATA.2017.2691350", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Thu May 27 16:00:41 2021", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", } @Article{Hu:2020:MPF, author = "R. Lily Hu and Ryan Skorupski and Robert Entriken and Yinyu Ye", title = "A Mathematical Programming Formulation for Optimal Load Shifting of Electricity Demand for the Smart Grid", journal = j-IEEE-TRANS-BIG-DATA, volume = "6", number = "4", pages = "638--651", month = dec, year = "2020", CODEN = "????", DOI = "https://doi.org/10.1109/TBDATA.2016.2639528", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Thu May 27 16:00:41 2021", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", } @Article{Bhuiyan:2020:EDT, author = "Md Zakirul Alam Bhuiyan and Jie Wu and Gary M. Weiss and Thaier Hayajneh and Tian Wang and Guojun Wang", title = "Event Detection Through Differential Pattern Mining in Cyber-Physical Systems", journal = j-IEEE-TRANS-BIG-DATA, volume = "6", number = "4", pages = "652--665", month = dec, year = "2020", CODEN = "????", DOI = "https://doi.org/10.1109/TBDATA.2017.2731838", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Thu May 27 16:00:41 2021", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", } @Article{Wang:2020:MOD, author = "Xiaokang Wang and Laurence T. Yang and Xingyu Chen and Lizhe Wang and Rajiv Ranjan and Xiaodao Chen and M. Jamal Deen", title = "A Multi-Order Distributed {HOSVD} with Its Incremental Computing for Big Services in Cyber-Physical-Social Systems", journal = j-IEEE-TRANS-BIG-DATA, volume = "6", number = "4", pages = "666--678", month = dec, year = "2020", CODEN = "????", DOI = "https://doi.org/10.1109/TBDATA.2018.2824303", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Thu May 27 16:00:41 2021", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", } @Article{Huang:2020:PSA, author = "Chao Huang and Dong Wang and Jun Tao and Brian Mann", title = "On Physical-Social-Aware Localness Inference by Exploring {Big Data} from Location-Based Services", journal = j-IEEE-TRANS-BIG-DATA, volume = "6", number = "4", pages = "679--690", month = dec, year = "2020", CODEN = "????", DOI = "https://doi.org/10.1109/TBDATA.2017.2726551", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Thu May 27 16:00:41 2021", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", } @Article{Sakurama:2020:CLS, author = "Kazunori Sakurama", title = "Control of Large-Scale Cyber-Physical Systems with Agents Having Various Dynamics", journal = j-IEEE-TRANS-BIG-DATA, volume = "6", number = "4", pages = "691--701", month = dec, year = "2020", CODEN = "????", DOI = "https://doi.org/10.1109/TBDATA.2017.2664892", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Thu May 27 16:00:41 2021", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", } @Article{Huang:2020:SUA, author = "Chao Huang and Dong Wang and Nitesh V. Chawla", title = "Scalable Uncertainty-Aware Truth Discovery in {Big Data} Social Sensing Applications for Cyber-Physical Systems", journal = j-IEEE-TRANS-BIG-DATA, volume = "6", number = "4", pages = "702--713", month = dec, year = "2020", CODEN = "????", DOI = "https://doi.org/10.1109/TBDATA.2017.2669308", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Thu May 27 16:00:41 2021", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", } @Article{Kondor:2020:TMU, author = "D{\'a}niel Kondor and Behrooz Hashemian and Yves-Alexandre de Montjoye and Carlo Ratti", title = "Towards Matching User Mobility Traces in Large-Scale Datasets", journal = j-IEEE-TRANS-BIG-DATA, volume = "6", number = "4", pages = "714--726", month = dec, year = "2020", CODEN = "????", DOI = "https://doi.org/10.1109/TBDATA.2018.2871693", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Thu May 27 16:00:41 2021", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", } @Article{Gogoglou:2020:DDU, author = "Antonia Gogoglou and Yannis Manolopoulos", title = "A Data-Driven Unified Framework for Predicting Citation Dynamics", journal = j-IEEE-TRANS-BIG-DATA, volume = "6", number = "4", pages = "727--740", month = dec, year = "2020", CODEN = "????", DOI = "https://doi.org/10.1109/TBDATA.2018.2884505", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Thu May 27 16:00:41 2021", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", } @Article{Wang:2020:PSO, author = "Guifeng Wang and Qi Liu and Hongke Zhao and Chuanren Liu and Tong Xu and Enhong Chen", title = "Product Supply Optimization for Crowdfunding Campaigns", journal = j-IEEE-TRANS-BIG-DATA, volume = "6", number = "4", pages = "741--756", month = dec, year = "2020", CODEN = "????", DOI = "https://doi.org/10.1109/TBDATA.2018.2889479", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Thu May 27 16:00:41 2021", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", } @Article{Zhou:2020:STD, author = "Xiaoping Zhou and Xun Liang and Zhi Tang", title = "Scalable Triangle Discovery Algorithm for Large Scale-Free Network with Limited Internal Memory", journal = j-IEEE-TRANS-BIG-DATA, volume = "6", number = "4", pages = "757--769", month = dec, year = "2020", CODEN = "????", DOI = "https://doi.org/10.1109/TBDATA.2018.2889120", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Thu May 27 16:00:41 2021", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", } @Article{Dai:2020:TRT, author = "Wei Dai and Qing Zhang and Weike Pan and Zhong Ming", title = "Transfer to Rank for Top-{$N$} Recommendation", journal = j-IEEE-TRANS-BIG-DATA, volume = "6", number = "4", pages = "770--779", month = dec, year = "2020", CODEN = "????", DOI = "https://doi.org/10.1109/TBDATA.2019.2892478", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Thu May 27 16:00:41 2021", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", } @Article{Gu:2020:LUB, author = "Ke Gu and Xin Xu and Junfei Qiao and Qiuping Jiang and Weisi Lin and Daniel Thalmann", title = "Learning a Unified Blind Image Quality Metric via On-Line and Off-Line Big Training Instances", journal = j-IEEE-TRANS-BIG-DATA, volume = "6", number = "4", pages = "780--791", month = dec, year = "2020", CODEN = "????", DOI = "https://doi.org/10.1109/TBDATA.2019.2895605", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Thu May 27 16:00:41 2021", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", } @Article{Hu:2020:EPM, author = "Die Hu and Dan Feng and Yulai Xie and Gongming Xu and Xinrui Gu and Darrell Long", title = "Efficient Provenance Management via Clustering and Hybrid Storage in {Big Data} Environments", journal = j-IEEE-TRANS-BIG-DATA, volume = "6", number = "4", pages = "792--803", month = dec, year = "2020", CODEN = "????", DOI = "https://doi.org/10.1109/TBDATA.2019.2907116", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Thu May 27 16:00:41 2021", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", } @Article{Zaghloul:2020:PMS, author = "Ehab Zaghloul and Kai Zhou and Jian Ren", title = "{P-MOD}: Secure Privilege-Based Multilevel Organizational Data-Sharing in Cloud Computing", journal = j-IEEE-TRANS-BIG-DATA, volume = "6", number = "4", pages = "804--815", month = dec, year = "2020", CODEN = "????", DOI = "https://doi.org/10.1109/TBDATA.2019.2907133", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Thu May 27 16:00:41 2021", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", } @Article{Sun:2020:GEB, author = "Peng Sun and Yonggang Wen and Ta Nguyen Binh Duong and Xiaokui Xiao", title = "{GraphMP}: {I/O}-Efficient Big Graph Analytics on a Single Commodity Machine", journal = j-IEEE-TRANS-BIG-DATA, volume = "6", number = "4", pages = "816--829", month = dec, year = "2020", CODEN = "????", DOI = "https://doi.org/10.1109/TBDATA.2019.2908384", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Thu May 27 16:00:41 2021", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", } @Article{Dong:2021:GEA, author = "Yuxiao Dong and Marinka Zitnik", title = "Guest Editorial: {AI} for {COVID-19}", journal = j-IEEE-TRANS-BIG-DATA, volume = "7", number = "1", pages = "1--2", month = mar, year = "2021", CODEN = "????", DOI = "https://doi.org/10.1109/TBDATA.2021.3057121", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Thu May 27 16:00:41 2021", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", } @Article{Peng:2021:CCC, author = "Yifan Peng and Yuxing Tang and Sungwon Lee and Yingying Zhu and Ronald M. Summers and Zhiyong Lu", title = "{COVID-19-CT-CXR}: a Freely Accessible and Weakly Labeled Chest {X}-Ray and {CT} Image Collection on {COVID-19} From Biomedical Literature", journal = j-IEEE-TRANS-BIG-DATA, volume = "7", number = "1", pages = "3--12", month = mar, year = "2021", CODEN = "????", DOI = "https://doi.org/10.1109/TBDATA.2020.3035935", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Thu May 27 16:00:41 2021", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", } @Article{Yan:2021:CCC, author = "Qingsen Yan and Bo Wang and Dong Gong and Chuan Luo and Wei Zhao and Jianhu Shen and Jingyang Ai and Qinfeng Shi and Yanning Zhang and Shuo Jin and Liang Zhang and Zheng You", title = "{COVID-19} Chest {CT} Image Segmentation Network by Multi-Scale Fusion and Enhancement Operations", journal = j-IEEE-TRANS-BIG-DATA, volume = "7", number = "1", pages = "13--24", month = mar, year = "2021", CODEN = "????", DOI = "https://doi.org/10.1109/TBDATA.2021.3056564", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Thu May 27 16:00:41 2021", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", } @Article{Zucker:2021:LSB, author = "Jeremy Zucker and Kaushal Paneri and Sara Mohammad-Taheri and Somya Bhargava and Pallavi Kolambkar and Craig Bakker and Jeremy Teuton and Charles Tapley Hoyt and Kristie Oxford and Robert Ness and Olga Vitek", title = "Leveraging Structured Biological Knowledge for Counterfactual Inference: a Case Study of Viral Pathogenesis", journal = j-IEEE-TRANS-BIG-DATA, volume = "7", number = "1", pages = "25--37", month = mar, year = "2021", CODEN = "????", DOI = "https://doi.org/10.1109/TBDATA.2021.3050680", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Thu May 27 16:00:41 2021", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", } @Article{Wanyan:2021:RLI, author = "Tingyi Wanyan and Akhil Vaid and Jessica K. {De Freitas} and Sulaiman Somani and Riccardo Miotto and Girish N. Nadkarni and Ariful Azad and Ying Ding and Benjamin S. Glicksberg", title = "Relational Learning Improves Prediction of Mortality in {COVID-19} in the Intensive Care Unit", journal = j-IEEE-TRANS-BIG-DATA, volume = "7", number = "1", pages = "38--44", month = mar, year = "2021", CODEN = "????", DOI = "https://doi.org/10.1109/TBDATA.2020.3048644", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Thu May 27 16:00:41 2021", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", } @Article{LaGatta:2021:ENN, author = "Valerio {La Gatta} and Vincenzo Moscato and Marco Postiglione and Giancarlo Sperl{\'\i}", title = "An Epidemiological Neural Network Exploiting Dynamic Graph Structured Data Applied to the {COVID-19} Outbreak", journal = j-IEEE-TRANS-BIG-DATA, volume = "7", number = "1", pages = "45--55", month = mar, year = "2021", CODEN = "????", DOI = "https://doi.org/10.1109/TBDATA.2020.3032755", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Thu May 27 16:00:41 2021", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", } @Article{Minetto:2021:MHE, author = "Rodrigo Minetto and Maur{\'\i}cio Pamplona Segundo and Gilbert Rotich and Sudeep Sarkar", title = "Measuring Human and Economic Activity From Satellite Imagery to Support City-Scale Decision-Making During {COVID-19} Pandemic", journal = j-IEEE-TRANS-BIG-DATA, volume = "7", number = "1", pages = "56--68", month = mar, year = "2021", CODEN = "????", DOI = "https://doi.org/10.1109/TBDATA.2020.3032839", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Thu May 27 16:00:41 2021", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", } @Article{Leng:2021:MDC, author = "Yan Leng and Yujia Zhai and Shaojing Sun and Yifei Wu and Jordan Selzer and Sharon Strover and Hezhao Zhang and Anfan Chen and Ying Ding", title = "Misinformation During the {COVID-19} Outbreak in {China}: Cultural, Social and Political Entanglements", journal = j-IEEE-TRANS-BIG-DATA, volume = "7", number = "1", pages = "69--80", month = mar, year = "2021", CODEN = "????", DOI = "https://doi.org/10.1109/TBDATA.2021.3055758", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Thu May 27 16:00:41 2021", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", } @Article{Chen:2021:CIC, author = "Huimin Chen and Zeyu Zhu and Fanchao Qi and Yining Ye and Zhiyuan Liu and Maosong Sun and Jianbin Jin", title = "Country Image in {COVID-19} Pandemic: a Case Study of {China}", journal = j-IEEE-TRANS-BIG-DATA, volume = "7", number = "1", pages = "81--92", month = mar, year = "2021", CODEN = "????", DOI = "https://doi.org/10.1109/TBDATA.2020.3023459", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Thu May 27 16:00:41 2021", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", } @Article{Xu:2021:ALR, author = "Junhong Xu and Shangyue Zhu and Hanqing Guo and Shaoen Wu", title = "Automated Labeling for Robotic Autonomous Navigation Through Multi-Sensory Semi-Supervised Learning on {Big Data}", journal = j-IEEE-TRANS-BIG-DATA, volume = "7", number = "1", pages = "93--101", month = mar, year = "2021", CODEN = "????", DOI = "https://doi.org/10.1109/TBDATA.2019.2892462", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Thu May 27 16:00:41 2021", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", } @Article{dosSantos:2021:HDB, author = "Joelson Ant{\^o}nio dos Santos and Talat Iqbal Syed and Murilo C. Naldi and Ricardo J. G. B. Campello and Joerg Sander", title = "Hierarchical Density-Based Clustering Using {MapReduce}", journal = j-IEEE-TRANS-BIG-DATA, volume = "7", number = "1", pages = "102--114", month = mar, year = "2021", CODEN = "????", DOI = "https://doi.org/10.1109/TBDATA.2019.2907624", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Thu May 27 16:00:41 2021", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", } @Article{Sidhanta:2021:DAC, author = "Subhajit Sidhanta and Wojciech Golab and Supratik Mukhopadhyay", title = "Deadline-Aware Cost Optimization for {Spark}", journal = j-IEEE-TRANS-BIG-DATA, volume = "7", number = "1", pages = "115--127", month = mar, year = "2021", CODEN = "????", DOI = "https://doi.org/10.1109/TBDATA.2019.2908188", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Thu May 27 16:00:41 2021", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", } @Article{Ho:2021:AAI, author = "Nguyen Ho and Huy Vo and Mai Vu and Torben Bach Pedersen", title = "{AMIC}: an Adaptive Information Theoretic Method to Identify Multi-Scale Temporal Correlations in Big Time Series Data", journal = j-IEEE-TRANS-BIG-DATA, volume = "7", number = "1", pages = "128--146", month = mar, year = "2021", CODEN = "????", DOI = "https://doi.org/10.1109/TBDATA.2019.2907987", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Thu May 27 16:00:41 2021", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", } @Article{Yan:2021:NNS, author = "Donghui Yan and Yingjie Wang and Jin Wang and Honggang Wang and Zhenpeng Li", title = "{$K$}-Nearest Neighbor Search by Random Projection Forests", journal = j-IEEE-TRANS-BIG-DATA, volume = "7", number = "1", pages = "147--157", month = mar, year = "2021", CODEN = "????", DOI = "https://doi.org/10.1109/TBDATA.2019.2908178", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Thu May 27 16:00:41 2021", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", } @Article{Yan:2021:FCE, author = "Donghui Yan and Yingjie Wang and Jin Wang and Guodong Wu and Honggang Wang", title = "Fast Communication-Efficient Spectral Clustering over Distributed Data", journal = j-IEEE-TRANS-BIG-DATA, volume = "7", number = "1", pages = "158--168", month = mar, year = "2021", CODEN = "????", DOI = "https://doi.org/10.1109/TBDATA.2019.2907985", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Thu May 27 16:00:41 2021", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", } @Article{Koehler:2021:IDC, author = "Martin Koehler and Edward Abel and Alex Bogatu and Cristina Civili and Lacramioara Mazilu and Nikolaos Konstantinou and Alvaro A. A. Fernandes and John Keane and Leonid Libkin and Norman W. Paton", title = "Incorporating Data Context to Cost-Effectively Automate End-to-End Data Wrangling", journal = j-IEEE-TRANS-BIG-DATA, volume = "7", number = "1", pages = "169--186", month = mar, year = "2021", CODEN = "????", DOI = "https://doi.org/10.1109/TBDATA.2019.2907588", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Thu May 27 16:00:41 2021", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", } @Article{Chen:2021:EEC, author = "Yixin Chen and Dongsheng Li and Yu Hua and Wenbo He", title = "Effective and Efficient Content Redundancy Detection of {Web} Videos", journal = j-IEEE-TRANS-BIG-DATA, volume = "7", number = "1", pages = "187--198", month = mar, year = "2021", CODEN = "????", DOI = "https://doi.org/10.1109/TBDATA.2019.2913674", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Thu May 27 16:00:41 2021", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", } @Article{Xue:2021:REB, author = "Xiao Xue and Shuai Huangfu and Lejun Zhang and Shufang Wang", title = "Research on Escaping the {Big-Data} Traps in {O2O} Service Recommendation Strategy", journal = j-IEEE-TRANS-BIG-DATA, volume = "7", number = "1", pages = "199--213", month = mar, year = "2021", CODEN = "????", DOI = "https://doi.org/10.1109/TBDATA.2019.2915798", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Thu May 27 16:00:41 2021", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", } @Article{Tsou:2021:RER, author = "Yao-Tung Tsou and Hung-Li Chen and Jia-Yang Chen", title = "{RoD}: Evaluating the Risk of Data Disclosure Using Noise Estimation for Differential Privacy", journal = j-IEEE-TRANS-BIG-DATA, volume = "7", number = "1", pages = "214--226", month = mar, year = "2021", CODEN = "????", DOI = "https://doi.org/10.1109/TBDATA.2019.2916108", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Thu May 27 16:00:41 2021", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", } @Article{Luo:2021:AUN, author = "Xin Luo and Mengchu Zhou and Shuai Li and Di Wu and Zhigang Liu and Mingsheng Shang", title = "Algorithms of Unconstrained Non-Negative Latent Factor Analysis for Recommender Systems", journal = j-IEEE-TRANS-BIG-DATA, volume = "7", number = "1", pages = "227--240", month = mar, year = "2021", CODEN = "????", DOI = "https://doi.org/10.1109/TBDATA.2019.2916868", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Thu May 27 16:00:41 2021", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", } @Article{Anonymous:2021:IIT, author = "Anonymous", title = "2020 Index {{\booktitle{IEEE Transactions on Big Data}}} Vol. 6", journal = j-IEEE-TRANS-BIG-DATA, volume = "7", number = "1", pages = "1--13", month = mar, year = "2021", CODEN = "????", DOI = "https://doi.org/10.1109/TBDATA.2021.3055661", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Thu May 27 16:00:41 2021", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", } @Article{Bohm:2021:NHC, author = "Christian B{\"o}hm and Martin Perdacher and Claudia Plant", title = "A Novel {Hilbert} Curve for Cache-Locality Preserving Loops", journal = j-IEEE-TRANS-BIG-DATA, volume = "7", number = "2", pages = "241--254", month = jun, year = "2021", CODEN = "????", DOI = "https://doi.org/10.1109/TBDATA.2018.2830378", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Sat Jul 10 08:31:17 2021", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", } @Article{Huang:2021:LSS, author = "Heqing Huang and Cong Zheng and Junyuan Zeng and Wu Zhou and Sencun Zhu and Peng Liu and Ian Molloy and Suresh Chari and Ce Zhang and Quanlong Guan", title = "A Large-Scale Study of {Android} Malware Development Phenomenon on Public Malware Submission and Scanning Platform", journal = j-IEEE-TRANS-BIG-DATA, volume = "7", number = "2", pages = "255--270", month = jun, year = "2021", CODEN = "????", DOI = "https://doi.org/10.1109/TBDATA.2018.2790439", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Sat Jul 10 08:31:17 2021", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", } @Article{Aledhari:2021:DLB, author = "Mohammed Aledhari and Marianne {Di Pierro} and Mohamed Hefeida and Fahad Saeed", title = "A Deep Learning-Based Data Minimization Algorithm for Fast and Secure Transfer of Big Genomic Datasets", journal = j-IEEE-TRANS-BIG-DATA, volume = "7", number = "2", pages = "271--284", month = jun, year = "2021", CODEN = "????", DOI = "https://doi.org/10.1109/TBDATA.2018.2805687", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Sat Jul 10 08:31:17 2021", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", } @Article{Mavlyutov:2021:MBI, author = "Ruslan Mavlyutov and Philippe Cudre-Mauroux", title = "Managing Big Interval Data with {CINTIA}: The Checkpoint {INTerval} Array", journal = j-IEEE-TRANS-BIG-DATA, volume = "7", number = "2", pages = "285--298", month = jun, year = "2021", CODEN = "????", DOI = "https://doi.org/10.1109/TBDATA.2017.2691719", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Sat Jul 10 08:31:17 2021", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", } @Article{Gulisano:2021:SDD, author = "Vincenzo Gulisano and Yiannis Nikolakopoulos and Marina Papatriantafilou and Philippas Tsigas", title = "{ScaleJoin}: A Deterministic, Disjoint-Parallel and Skew-Resilient Stream Join", journal = j-IEEE-TRANS-BIG-DATA, volume = "7", number = "2", pages = "299--312", month = jun, year = "2021", CODEN = "????", DOI = "https://doi.org/10.1109/TBDATA.2016.2624274", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Sat Jul 10 08:31:17 2021", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", } @Article{Jiang:2021:DDD, author = "Ruobing Jiang and Zhenni Feng and Desheng Zhang and Shuai Wang and Yanmin Zhu and Fan Zhang and Tian He", title = "Data-Driven Digital Advertising with Uncertain Demand Model in Metro Networks", journal = j-IEEE-TRANS-BIG-DATA, volume = "7", number = "2", pages = "313--326", month = jun, year = "2021", CODEN = "????", DOI = "https://doi.org/10.1109/TBDATA.2017.2725913", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Sat Jul 10 08:31:17 2021", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", } @Article{Zhang:2021:UOT, author = "Wei Emma Zhang and Ali Shemshadi and Quan Z. Sheng and Yongrui Qin and Xiujuan Xu and Jian Yang", title = "A User-Oriented Taxi Ridesharing System with Large-Scale Urban {GPS} Sensor Data", journal = j-IEEE-TRANS-BIG-DATA, volume = "7", number = "2", pages = "327--340", month = jun, year = "2021", CODEN = "????", DOI = "https://doi.org/10.1109/TBDATA.2018.2872450", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Sat Jul 10 08:31:17 2021", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", } @Article{Liu:2021:ITT, author = "Huazhong Liu and Laurence T. Yang and Yimu Guo and Xia Xie and Jianhua Ma", title = "An Incremental Tensor-Train Decomposition for Cyber-Physical-Social Big Data", journal = j-IEEE-TRANS-BIG-DATA, volume = "7", number = "2", pages = "341--354", month = jun, year = "2021", CODEN = "????", DOI = "https://doi.org/10.1109/TBDATA.2018.2867485", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Sat Jul 10 08:31:17 2021", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", } @Article{Yue:2021:FLD, author = "Chaoqun Yue and Shweta Ware and Reynaldo Morillo and Jin Lu and Chao Shang and Jinbo Bi and Jayesh Kamath and Alexander Russell and Athanasios Bamis and Bing Wang", title = "Fusing Location Data for Depression Prediction", journal = j-IEEE-TRANS-BIG-DATA, volume = "7", number = "2", pages = "355--370", month = jun, year = "2021", CODEN = "????", DOI = "https://doi.org/10.1109/TBDATA.2018.2872569", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Sat Jul 10 08:31:17 2021", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", } @Article{Aoki:2021:BEE, author = "Shunsuke Aoki and Kaoru Sezaki and Nicholas Jing Yuan and Xing Xie", title = "{BusBeat}: Early Event Detection with Real-Time Bus {GPS} Trajectories", journal = j-IEEE-TRANS-BIG-DATA, volume = "7", number = "2", pages = "371--382", month = jun, year = "2021", CODEN = "????", DOI = "https://doi.org/10.1109/TBDATA.2018.2872532", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Sat Jul 10 08:31:17 2021", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", } @Article{Vhaduri:2021:ODP, author = "Sudip Vhaduri and Christian Poellabauer", title = "Opportunistic Discovery of Personal Places Using Multi-Source Sensor Data", journal = j-IEEE-TRANS-BIG-DATA, volume = "7", number = "2", pages = "383--396", month = jun, year = "2021", CODEN = "????", DOI = "https://doi.org/10.1109/TBDATA.2018.2872585", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Sat Jul 10 08:31:17 2021", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", } @Article{Bati:2021:AIA, author = "Ghassan F. Bati and Vivek K. Singh", title = "{Altrumetrics}: Inferring Altruism Propensity Based on Mobile Phone Use Patterns", journal = j-IEEE-TRANS-BIG-DATA, volume = "7", number = "2", pages = "397--406", month = jun, year = "2021", CODEN = "????", DOI = "https://doi.org/10.1109/TBDATA.2018.2873346", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Sat Jul 10 08:31:17 2021", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", } @Article{Wang:2021:CEH, author = "Ning Wang and Jie Wu", title = "Cost-Efficient Heterogeneous Worker Recruitment under Coverage Requirement in Spatial Crowdsourcing", journal = j-IEEE-TRANS-BIG-DATA, volume = "7", number = "2", pages = "407--420", month = jun, year = "2021", CODEN = "????", DOI = "https://doi.org/10.1109/TBDATA.2018.2865755", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Sat Jul 10 08:31:17 2021", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", } @Article{Chen:2021:TDV, author = "Fei Chen and Donghong Wang and Qiuzhen Lin and Jianyong Chen and Zhong Ming and Wei Yu and Jing Qin", title = "Towards Dynamic Verifiable Pattern Matching", journal = j-IEEE-TRANS-BIG-DATA, volume = "7", number = "2", pages = "421--435", month = jun, year = "2021", CODEN = "????", DOI = "https://doi.org/10.1109/TBDATA.2018.2868657", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Sat Jul 10 08:31:17 2021", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", } @Article{Benbernou:2021:SBE, author = "Salima Benbernou and Xin Huang and Mourad Ouziri", title = "Semantic-Based and Entity-Resolution Fusion to Enhance Quality of Big {RDF} Data", journal = j-IEEE-TRANS-BIG-DATA, volume = "7", number = "2", pages = "436--450", month = jun, year = "2021", CODEN = "????", DOI = "https://doi.org/10.1109/TBDATA.2017.2710346", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Sat Jul 10 08:31:17 2021", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", } @Article{Ding:2021:MLB, author = "Junhua Ding and Xin-Hua Hu and Venkat Gudivada", title = "A Machine Learning Based Framework for Verification and Validation of Massive Scale Image Data", journal = j-IEEE-TRANS-BIG-DATA, volume = "7", number = "2", pages = "451--467", month = jun, year = "2021", CODEN = "????", DOI = "https://doi.org/10.1109/TBDATA.2017.2680460", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Sat Jul 10 08:31:17 2021", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", } @Article{Khalfi:2021:NMS, author = "Besma Khalfi and Cyril de Runz and Sami Faiz and Herman Akdag", title = "A New Methodology for Storing Consistent Fuzzy Geospatial Data in Big Data Environment", journal = j-IEEE-TRANS-BIG-DATA, volume = "7", number = "2", pages = "468--482", month = jun, year = "2021", CODEN = "????", DOI = "https://doi.org/10.1109/TBDATA.2017.2725904", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Sat Jul 10 08:31:17 2021", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", } @Article{Schneider:2021:IDM, author = "Bruno Schneider and Dominik J{\"a}ckle and Florian Stoffel and Alexandra Diehl and Johannes Fuchs and Daniel Keim", title = "Integrating Data and Model Space in Ensemble Learning by Visual Analytics", journal = j-IEEE-TRANS-BIG-DATA, volume = "7", number = "3", pages = "483--496", month = jul, year = "2021", CODEN = "????", DOI = "https://doi.org/10.1109/TBDATA.2018.2877350", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Sat Jul 10 08:31:17 2021", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", } @Article{Seebacher:2021:VAS, author = "Daniel Seebacher and Johannes H{\"a}u{\ss}ler and Michael Hundt and Manuel Stein and Hannes M{\"u}ller and Ulrich Engelke and Daniel A. Keim", title = "Visual Analysis of Spatio-Temporal Event Predictions: Investigating the Spread Dynamics of Invasive Species", journal = j-IEEE-TRANS-BIG-DATA, volume = "7", number = "3", pages = "497--509", month = jul, year = "2021", CODEN = "????", DOI = "https://doi.org/10.1109/TBDATA.2018.2877352", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Sat Jul 10 08:31:17 2021", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", } @Article{Raji:2021:MVS, author = "Mohammad Raji and John Duggan and Blaise DeCotes and Jian Huang and Bradley {Vander Zanden}", title = "Modeling and Visualizing Student Flow", journal = j-IEEE-TRANS-BIG-DATA, volume = "7", number = "3", pages = "510--523", month = jul, year = "2021", CODEN = "????", DOI = "https://doi.org/10.1109/TBDATA.2018.2840986", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Sat Jul 10 08:31:17 2021", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", } @Article{Zheng:2021:VBS, author = "Yan Zheng and Yi Ou and Alexander Lex and Jeff M. Phillips", title = "Visualization of Big Spatial Data Using Coresets for Kernel Density Estimates", journal = j-IEEE-TRANS-BIG-DATA, volume = "7", number = "3", pages = "524--534", month = jul, year = "2021", CODEN = "????", DOI = "https://doi.org/10.1109/TBDATA.2019.2913655", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Sat Jul 10 08:31:17 2021", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", } @Article{Johnson:2021:BSS, author = "Jeff Johnson and Matthijs Douze and Herv{\'e} J{\'e}gou", title = "Billion-Scale Similarity Search with {GPUs}", journal = j-IEEE-TRANS-BIG-DATA, volume = "7", number = "3", pages = "535--547", month = jul, year = "2021", CODEN = "????", DOI = "https://doi.org/10.1109/TBDATA.2019.2921572", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Sat Jul 10 08:31:17 2021", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", } @Article{Ling:2021:NAE, author = "Zenan Ling and Robert C. Qiu and Xing He and Lei Chu", title = "A New Approach of Exploiting Self-Adjoint Matrix Polynomials of Large Random Matrices for Anomaly Detection and Fault Location", journal = j-IEEE-TRANS-BIG-DATA, volume = "7", number = "3", pages = "548--558", month = jul, year = "2021", CODEN = "????", DOI = "https://doi.org/10.1109/TBDATA.2019.2920350", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Sat Jul 10 08:31:17 2021", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", } @Article{Zhou:2021:MDB, author = "Zhili Zhou and Q. M. Jonathan Wu and Xingming Sun", title = "Multiple Distance-Based Coding: Toward Scalable Feature Matching for Large-Scale {Web} Image Search", journal = j-IEEE-TRANS-BIG-DATA, volume = "7", number = "3", pages = "559--573", month = jul, year = "2021", CODEN = "????", DOI = "https://doi.org/10.1109/TBDATA.2019.2919570", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Sat Jul 10 08:31:17 2021", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", } @Article{Wan:2021:YSI, author = "Liangtian Wan and Yuyuan Yuan and Feng Xia and Huan Liu", title = "To Your Surprise: Identifying Serendipitous Collaborators", journal = j-IEEE-TRANS-BIG-DATA, volume = "7", number = "3", pages = "574--589", month = jul, year = "2021", CODEN = "????", DOI = "https://doi.org/10.1109/TBDATA.2019.2921567", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Sat Jul 10 08:31:17 2021", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", } @Article{Zheng:2021:EGP, author = "Long Zheng and Xianliang Li and Xi Ge and Xiaofei Liao and Zhiyuan Shao and Hai Jin and Qiang-Sheng Hua", title = "Efficient Graph Processing with Invalid Update Filtration", journal = j-IEEE-TRANS-BIG-DATA, volume = "7", number = "3", pages = "590--602", month = jul, year = "2021", CODEN = "????", DOI = "https://doi.org/10.1109/TBDATA.2019.2921358", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Sat Jul 10 08:31:17 2021", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", } @Article{Wen:2021:FPD, author = "Fei Wen and Lei Chu and Rendong Ying and Peilin Liu", title = "Fast and Positive Definite Estimation of Large Covariance Matrix for High-Dimensional Data Analysis", journal = j-IEEE-TRANS-BIG-DATA, volume = "7", number = "3", pages = "603--609", month = jul, year = "2021", CODEN = "????", DOI = "https://doi.org/10.1109/TBDATA.2019.2937785", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Sat Jul 10 08:31:17 2021", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", } @Article{Dong:2021:DPO, author = "Yucheng Dong and Zhaogang Ding and Francisco Chiclana and Enrique Herrera-Viedma", title = "Dynamics of Public Opinions in an Online and Offline Social Network", journal = j-IEEE-TRANS-BIG-DATA, volume = "7", number = "4", pages = "610--618", month = apr, year = "2021", CODEN = "????", DOI = "https://doi.org/10.1109/TBDATA.2017.2676810", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Fri Aug 13 08:39:03 2021", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", } @Article{Fei:2021:VAP, author = "Xiongwei Fei and Kenli Li and Wangdong Yang and Keqin Li", title = "Velocity-Aware Parallel Encryption Algorithm with Low Energy Consumption for Streams", journal = j-IEEE-TRANS-BIG-DATA, volume = "7", number = "4", pages = "619--631", month = apr, year = "2021", CODEN = "????", DOI = "https://doi.org/10.1109/TBDATA.2017.2697446", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Fri Aug 13 08:39:03 2021", bibsource = "https://www.math.utah.edu/pub/tex/bib/cryptography2020.bib; https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", } @Article{Su:2021:SAR, author = "Zhou Su and Qichao Xu", title = "Security-Aware Resource Allocation for Mobile Social Big Data: A Matching-Coalitional Game Solution", journal = j-IEEE-TRANS-BIG-DATA, volume = "7", number = "4", pages = "632--642", month = apr, year = "2021", CODEN = "????", DOI = "https://doi.org/10.1109/TBDATA.2017.2700318", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Fri Aug 13 08:39:03 2021", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", } @Article{Wu:2021:GTB, author = "Xiaotong Wu and Taotao Wu and Maqbool Khan and Qiang Ni and Wanchun Dou", title = "Game Theory Based Correlated Privacy Preserving Analysis in Big Data", journal = j-IEEE-TRANS-BIG-DATA, volume = "7", number = "4", pages = "643--656", month = apr, year = "2021", CODEN = "????", DOI = "https://doi.org/10.1109/TBDATA.2017.2701817", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Fri Aug 13 08:39:03 2021", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", } @Article{Wang:2021:PAA, author = "Kun Wang and Jiahui Yu and Xiulong Liu and Song Guo", title = "A Pre-Authentication Approach to Proxy Re-Encryption in Big Data Context", journal = j-IEEE-TRANS-BIG-DATA, volume = "7", number = "4", pages = "657--667", month = apr, year = "2021", CODEN = "????", DOI = "https://doi.org/10.1109/TBDATA.2017.2702176", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Fri Aug 13 08:39:03 2021", bibsource = "https://www.math.utah.edu/pub/tex/bib/cryptography2020.bib; https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", } @Article{Shen:2021:SAC, author = "Jian Shen and Dengzhi Liu and Qi Liu and Xingming Sun and Yan Zhang", title = "Secure Authentication in Cloud Big Data with Hierarchical Attribute Authorization Structure", journal = j-IEEE-TRANS-BIG-DATA, volume = "7", number = "4", pages = "668--677", month = apr, year = "2021", CODEN = "????", DOI = "https://doi.org/10.1109/TBDATA.2017.2705048", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Fri Aug 13 08:39:03 2021", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", } @Article{Gai:2021:PPD, author = "Keke Gai and Meikang Qiu and Hui Zhao", title = "Privacy-Preserving Data Encryption Strategy for Big Data in Mobile Cloud Computing", journal = j-IEEE-TRANS-BIG-DATA, volume = "7", number = "4", pages = "678--688", month = apr, year = "2021", CODEN = "????", DOI = "https://doi.org/10.1109/TBDATA.2017.2705807", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Fri Aug 13 08:39:03 2021", bibsource = "https://www.math.utah.edu/pub/tex/bib/cryptography2020.bib; https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", } @Article{Cheng:2021:SNQ, author = "Ke Cheng and Liangmin Wang and Yulong Shen and Hua Wang and Yongzhi Wang and Xiaohong Jiang and Hong Zhong", title = "Secure $k$-{NN} Query on Encrypted Cloud Data with Multiple Keys", journal = j-IEEE-TRANS-BIG-DATA, volume = "7", number = "4", pages = "689--702", month = apr, year = "2021", CODEN = "????", DOI = "https://doi.org/10.1109/TBDATA.2017.2707552", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Fri Aug 13 08:39:03 2021", bibsource = "https://www.math.utah.edu/pub/tex/bib/cryptography2020.bib; https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", } @Article{Thao:2021:OSS, author = "Tran Phuong Thao and Mohammad Shahriar Rahman and Md Zakirul Alam Bhuiyan and Ayumu Kubota and Shinsaku Kiyomoto and Kazumasa Omote", title = "Optimizing Share Size in Efficient and Robust Secret Sharing Scheme for Big Data", journal = j-IEEE-TRANS-BIG-DATA, volume = "7", number = "4", pages = "703--716", month = apr, year = "2021", CODEN = "????", DOI = "https://doi.org/10.1109/TBDATA.2017.2708085", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Fri Aug 13 08:39:03 2021", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", } @Article{Zhang:2021:COM, author = "Yushu Zhang and Jiantao Zhou and Yong Xiang and Leo Yu Zhang and Fei Chen and Shaoning Pang and Xiaofeng Liao", title = "Computation Outsourcing Meets Lossy Channel: Secure Sparse Robustness Decoding Service in Multi-Clouds", journal = j-IEEE-TRANS-BIG-DATA, volume = "7", number = "4", pages = "717--728", month = apr, year = "2021", CODEN = "????", DOI = "https://doi.org/10.1109/TBDATA.2017.2711040", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Fri Aug 13 08:39:03 2021", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", } @Article{Yang:2021:SID, author = "Xinyu Yang and Teng Wang and Xuebin Ren and Wei Yu", title = "Survey on Improving Data Utility in Differentially Private Sequential Data Publishing", journal = j-IEEE-TRANS-BIG-DATA, volume = "7", number = "4", pages = "729--749", month = apr, year = "2021", CODEN = "????", DOI = "https://doi.org/10.1109/TBDATA.2017.2715334", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Fri Aug 13 08:39:03 2021", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", } @Article{Chen:2021:DFL, author = "Min Chen and Xiaobo Shi and Yin Zhang and Di Wu and Mohsen Guizani", title = "Deep Feature Learning for Medical Image Analysis with Convolutional Autoencoder Neural Network", journal = j-IEEE-TRANS-BIG-DATA, volume = "7", number = "4", pages = "750--758", month = apr, year = "2021", CODEN = "????", DOI = "https://doi.org/10.1109/TBDATA.2017.2717439", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Fri Aug 13 08:39:03 2021", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", } @Article{Zhou:2021:ELS, author = "Wei Zhou and Jiankun Hu and Song Wang", title = "Enhanced Locality-Sensitive Hashing for Fingerprint Forensics Over Large Multi-Sensor Databases", journal = j-IEEE-TRANS-BIG-DATA, volume = "7", number = "4", pages = "759--769", month = apr, year = "2021", CODEN = "????", DOI = "https://doi.org/10.1109/TBDATA.2017.2736547", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Fri Aug 13 08:39:03 2021", bibsource = "https://www.math.utah.edu/pub/tex/bib/hash.bib; https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", } @Article{Xu:2021:PAT, author = "Lei Xu and Chunxiao Jiang and Yi Qian and Jianhua Li and Youjian Zhao and Yong Ren", title = "Privacy-Accuracy Trade-Off in Differentially-Private Distributed Classification: a Game Theoretical Approach", journal = j-IEEE-TRANS-BIG-DATA, volume = "7", number = "4", pages = "770--783", month = apr, year = "2021", CODEN = "????", DOI = "https://doi.org/10.1109/TBDATA.2017.2777968", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Fri Aug 13 08:39:03 2021", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", } @Article{Chen:2021:CDP, author = "Jianwei Chen and Huadong Ma and Dong Zhao and Liang Liu", title = "Correlated Differential Privacy Protection for Mobile Crowdsensing", journal = j-IEEE-TRANS-BIG-DATA, volume = "7", number = "4", pages = "784--795", month = apr, year = "2021", CODEN = "????", DOI = "https://doi.org/10.1109/TBDATA.2017.2777862", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Fri Aug 13 08:39:03 2021", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", } @Article{Luo:2021:SSL, author = "Changqing Luo and Kaijin Zhang and Sergio Salinas and Pan Li", title = "{SecFact}: Secure Large-scale {$ Q R $} and {$ L U $} Factorizations", journal = j-IEEE-TRANS-BIG-DATA, volume = "7", number = "4", pages = "796--807", month = apr, year = "2021", CODEN = "????", DOI = "https://doi.org/10.1109/TBDATA.2017.2782809", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Fri Aug 13 08:39:03 2021", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", } @Article{Feng:2021:ISH, author = "Jun Feng and Laurence T. Yang and Guohui Dai and Jinjun Chen and Zheng Yan", title = "An Improved Secure High-Order-{Lanczos} Based Orthogonal Tensor {SVD} for Outsourced Cyber-Physical-Social Big Data Reduction", journal = j-IEEE-TRANS-BIG-DATA, volume = "7", number = "4", pages = "808--818", month = apr, year = "2021", CODEN = "????", DOI = "https://doi.org/10.1109/TBDATA.2018.2881441", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Fri Aug 13 08:39:03 2021", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", } @Article{Xiao:2021:APL, author = "Cao Xiao and Shouyi Wang and Leon Iasemidis and Stephen Wong and Wanpracha Art Chaovalitwongse", title = "An Adaptive Pattern Learning Framework to Personalize Online Seizure Prediction", journal = j-IEEE-TRANS-BIG-DATA, volume = "7", number = "5", pages = "819--831", month = nov, year = "2021", CODEN = "????", DOI = "https://doi.org/10.1109/TBDATA.2017.2675982", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Thu Apr 7 15:41:53 2022", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", } @Article{Maurya:2021:DSC, author = "Chandresh Kumar Maurya and Durga Toshniwal and Gopalan Vijendran Venkoparao", title = "Distributed Sparse Class-Imbalance Learning and Its Applications", journal = j-IEEE-TRANS-BIG-DATA, volume = "7", number = "5", pages = "832--844", month = nov, year = "2021", CODEN = "????", DOI = "https://doi.org/10.1109/TBDATA.2017.2688372", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Thu Apr 7 15:41:53 2022", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", } @Article{Li:2021:LRL, author = "Zengpeng Li and Chunguang Ma and Ding Wang", title = "Leakage Resilient Leveled {{\sc FHE}} on Multiple Bits Message", journal = j-IEEE-TRANS-BIG-DATA, volume = "7", number = "5", pages = "845--858", month = nov, year = "2021", CODEN = "????", DOI = "https://doi.org/10.1109/TBDATA.2017.2726554", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Thu Apr 7 15:41:53 2022", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", } @Article{Zhang:2021:SUC, author = "Daniel Zhang and Yang Zhang and Qi Li and Dong Wang", title = "Sparse User Check-in Venue Prediction By Exploring Latent Decision Contexts From Location-Based Social Networks", journal = j-IEEE-TRANS-BIG-DATA, volume = "7", number = "5", pages = "859--872", month = nov, year = "2021", CODEN = "????", DOI = "https://doi.org/10.1109/TBDATA.2019.2957118", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Thu Apr 7 15:41:53 2022", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", } @Article{Liu:2021:DUG, author = "Jiaqiang Liu and Huan Yan and Yong Li and Dmytro Karamshuk and Nishanth Sastry and Di Wu and Depeng Jin", title = "Discovering and Understanding Geographical Video Viewing Patterns in Urban Neighborhoods", journal = j-IEEE-TRANS-BIG-DATA, volume = "7", number = "5", pages = "873--884", month = nov, year = "2021", CODEN = "????", DOI = "https://doi.org/10.1109/TBDATA.2021.3055860", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Thu Apr 7 15:41:53 2022", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", } @Article{Soda:2021:GIA, author = "Paolo Soda and Rosa Sicilia and Ludovica Acciai and Giulio Iannello", title = "Grasping Inter-Attribute and Temporal Variability in Multivariate Time Series", journal = j-IEEE-TRANS-BIG-DATA, volume = "7", number = "5", pages = "885--892", month = nov, year = "2021", CODEN = "????", DOI = "https://doi.org/10.1109/TBDATA.2019.2918807", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Thu Apr 7 15:41:53 2022", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", } @Article{Farokhi:2021:PPP, author = "Farhad Farokhi", title = "Privacy-Preserving Public Release of Datasets for Support Vector Machine Classification", journal = j-IEEE-TRANS-BIG-DATA, volume = "7", number = "5", pages = "893--899", month = nov, year = "2021", CODEN = "????", DOI = "https://doi.org/10.1109/TBDATA.2019.2963391", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Thu Apr 7 15:41:53 2022", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", } @Article{Yu:2021:CTV, author = "Yanwei Yu and Xianfeng Tang and Huaxiu Yao and Xiuwen Yi and Zhenhui Li", title = "Citywide Traffic Volume Inference with Surveillance Camera Records", journal = j-IEEE-TRANS-BIG-DATA, volume = "7", number = "6", pages = "900--912", month = dec, year = "2021", CODEN = "????", DOI = "https://doi.org/10.1109/TBDATA.2019.2935057", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Thu Apr 7 15:41:53 2022", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", } @Article{Shang:2021:IBD, author = "Tao Shang and Feng Zhang and Xingyue Chen and Jianwei Liu and Xinxi Lu", title = "Identity-Based Dynamic Data Auditing for Big Data Storage", journal = j-IEEE-TRANS-BIG-DATA, volume = "7", number = "6", pages = "913--921", month = dec, year = "2021", CODEN = "????", DOI = "https://doi.org/10.1109/TBDATA.2019.2941882", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Thu Apr 7 15:41:53 2022", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", } @Article{Myagmar:2021:HDL, author = "Batsergelen Myagmar and Jie Li and Shigetomo Kimura", title = "Heterogeneous Daily Living Activity Learning Through Domain Invariant Feature Subspace", journal = j-IEEE-TRANS-BIG-DATA, volume = "7", number = "6", pages = "922--929", month = dec, year = "2021", CODEN = "????", DOI = "https://doi.org/10.1109/TBDATA.2020.2977626", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Thu Apr 7 15:41:53 2022", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", } @Article{Shukla:2021:DSS, author = "Manu Shukla and Dinesh Dharme and Pallavi Ramnarain and Ray {Dos Santos} and Chang-Tien Lu", title = "{DIGDUG}: Scalable Separable Dense Graph Pruning and Join Operations in {MapReduce}", journal = j-IEEE-TRANS-BIG-DATA, volume = "7", number = "6", pages = "930--951", month = dec, year = "2021", CODEN = "????", DOI = "https://doi.org/10.1109/TBDATA.2020.2983650", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Thu Apr 7 15:41:53 2022", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", } @Article{Lyu:2021:SSC, author = "Hanjia Lyu and Long Chen and Yu Wang and Jiebo Luo", title = "Sense and Sensibility: Characterizing Social Media Users Regarding the Use of Controversial Terms for {COVID-19}", journal = j-IEEE-TRANS-BIG-DATA, volume = "7", number = "6", pages = "952--960", month = dec, year = "2021", CODEN = "????", DOI = "https://doi.org/10.1109/TBDATA.2020.2996401", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Thu Apr 7 15:41:53 2022", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", } @Article{Yazdanparast:2021:LTC, author = "Sakineh Yazdanparast and Mohsen Jamalabdollahi and Timothy C. Havens", title = "Linear Time Community Detection by a Novel Modularity Gain Acceleration in Label Propagation", journal = j-IEEE-TRANS-BIG-DATA, volume = "7", number = "6", pages = "961--966", month = dec, year = "2021", CODEN = "????", DOI = "https://doi.org/10.1109/TBDATA.2020.2995621", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Thu Apr 7 15:41:53 2022", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", } @Article{Hu:2021:RSC, author = "Xiao Hu and Hui Zhang and ChunMing Yang and XuJian Zhao and Bo Li", title = "Regularized Spectral Clustering With Entropy Perturbation", journal = j-IEEE-TRANS-BIG-DATA, volume = "7", number = "6", pages = "967--972", month = dec, year = "2021", CODEN = "????", DOI = "https://doi.org/10.1109/TBDATA.2020.3039036", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Thu Apr 7 15:41:53 2022", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", } @Article{Cao:2021:CES, author = "Zhengjun Cao and Olivier Markowitch", title = "Comment on {Efficient Secure Outsourcing of Large-Scale Sparse Linear Systems of Equations}", journal = j-IEEE-TRANS-BIG-DATA, volume = "7", number = "6", pages = "973--974", month = dec, year = "2021", CODEN = "????", DOI = "https://doi.org/10.1109/TBDATA.2020.2995200", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Thu Apr 7 15:41:53 2022", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", note = "See \cite{Salinas:2018:ESO}.", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", } @Article{Li:2021:SIB, author = "Xiong Li and Shanpeng Liu and Rongxing Lu and Xiaosong Zhang", title = "On Security of an Identity-Based Dynamic Data Auditing Protocol for Big Data Storage", journal = j-IEEE-TRANS-BIG-DATA, volume = "7", number = "6", pages = "975--977", month = dec, year = "2021", CODEN = "????", DOI = "https://doi.org/10.1109/TBDATA.2020.3026318", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Thu Apr 7 15:41:53 2022", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", } @Article{Xiong:2022:RIB, author = "Hu Xiong and Kim-Kwang Raymond Choo and Athanasios V. Vasilakos", title = "Revocable Identity-Based Access Control for Big Data with Verifiable Outsourced Computing", journal = j-IEEE-TRANS-BIG-DATA, volume = "8", number = "1", pages = "1--13", month = feb, year = "2022", CODEN = "????", DOI = "https://doi.org/10.1109/TBDATA.2017.2697448", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Thu Apr 7 15:41:53 2022", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", } @Article{Fu:2022:NNP, author = "Anmin Fu and Shui Yu and Yuqing Zhang and Huaqun Wang and Chanying Huang", title = "{NPP}: a New Privacy-Aware Public Auditing Scheme for Cloud Data Sharing with Group Users", journal = j-IEEE-TRANS-BIG-DATA, volume = "8", number = "1", pages = "14--24", month = feb, year = "2022", CODEN = "????", DOI = "https://doi.org/10.1109/TBDATA.2017.2701347", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Thu Apr 7 15:41:53 2022", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", } @Article{Zhang:2022:PPP, author = "Qingchen Zhang and Laurence T. Yang and Zhikui Chen and Peng Li", title = "{PPHOPCM}: Privacy-Preserving High-Order Possibilistic $c$-Means Algorithm for Big Data Clustering with Cloud Computing", journal = j-IEEE-TRANS-BIG-DATA, volume = "8", number = "1", pages = "25--34", month = feb, year = "2022", CODEN = "????", DOI = "https://doi.org/10.1109/TBDATA.2017.2701816", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Thu Apr 7 15:41:53 2022", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", } @Article{Su:2022:TAP, author = "Ziyi Su and Fr{\'e}d{\'e}rique Biennier and Zhihan Lv and Yong Peng and Houbing Song and Jingwei Miao", title = "Toward Architectural and Protocol-Level Foundation for End-to-End Trustworthiness in Cloud\slash Fog Computing", journal = j-IEEE-TRANS-BIG-DATA, volume = "8", number = "1", pages = "35--47", month = feb, year = "2022", CODEN = "????", DOI = "https://doi.org/10.1109/TBDATA.2017.2705418", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Thu Apr 7 15:41:53 2022", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", } @Article{Shen:2022:TEB, author = "Jian Shen and Chen Wang and Aniello Castiglione and Dengzhi Liu and Christian Esposito", title = "Trustworthiness Evaluation-Based Routing Protocol for Incompletely Predictable Vehicular Ad Hoc Networks", journal = j-IEEE-TRANS-BIG-DATA, volume = "8", number = "1", pages = "48--59", month = feb, year = "2022", CODEN = "????", DOI = "https://doi.org/10.1109/TBDATA.2017.2710347", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Thu Apr 7 15:41:53 2022", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", } @Article{Huang:2022:TSA, author = "Chengqiang Huang and Geyong Min and Yulei Wu and Yiming Ying and Ke Pei and Zuochang Xiang", title = "Time Series Anomaly Detection for Trustworthy Services in Cloud Computing Systems", journal = j-IEEE-TRANS-BIG-DATA, volume = "8", number = "1", pages = "60--72", month = feb, year = "2022", CODEN = "????", DOI = "https://doi.org/10.1109/TBDATA.2017.2711039", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Thu Apr 7 15:41:53 2022", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", } @Article{Yang:2022:AEP, author = "Xue Yang and Rongxing Lu and Kim Kwang Raymond Choo and Fan Yin and Xiaohu Tang", title = "Achieving Efficient and Privacy-Preserving Cross-Domain Big Data Deduplication in Cloud", journal = j-IEEE-TRANS-BIG-DATA, volume = "8", number = "1", pages = "73--84", month = feb, year = "2022", CODEN = "????", DOI = "https://doi.org/10.1109/TBDATA.2017.2721444", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Thu Apr 7 15:41:53 2022", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", } @Article{Tang:2022:WSC, author = "Bing Tang and Gilles Fedak", title = "{WukaStore}: Scalable, Configurable and Reliable Data Storage on Hybrid Volunteered Cloud and Desktop Systems", journal = j-IEEE-TRANS-BIG-DATA, volume = "8", number = "1", pages = "85--98", month = feb, year = "2022", CODEN = "????", DOI = "https://doi.org/10.1109/TBDATA.2017.2758791", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Thu Apr 7 15:41:53 2022", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", } @Article{Yu:2022:ETM, author = "Jiahui Yu and Kun Wang and Peng Li and Rui Xia and Song Guo and Minyi Guo", title = "Efficient Trustworthiness Management for Malicious User Detection in Big Data Collection", journal = j-IEEE-TRANS-BIG-DATA, volume = "8", number = "1", pages = "99--112", month = feb, year = "2022", CODEN = "????", DOI = "https://doi.org/10.1109/TBDATA.2017.2761386", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Thu Apr 7 15:41:53 2022", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", } @Article{Xu:2022:TBI, author = "Qichao Xu and Zhou Su and Shui Yu and Ying Wang", title = "Trust Based Incentive Scheme to Allocate Big Data Tasks with Mobile Social Cloud", journal = j-IEEE-TRANS-BIG-DATA, volume = "8", number = "1", pages = "113--124", month = feb, year = "2022", CODEN = "????", DOI = "https://doi.org/10.1109/TBDATA.2017.2764925", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Thu Apr 7 15:41:53 2022", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", } @Article{Zhang:2022:MSM, author = "Xuyun Zhang and Lianyong Qi and Wanchun Dou and Qiang He and Christopher Leckie and Ramamohanarao Kotagiri and Zoran Salcic", title = "{MRMondrian}: Scalable Multidimensional Anonymisation for Big Data Privacy Preservation", journal = j-IEEE-TRANS-BIG-DATA, volume = "8", number = "1", pages = "125--139", month = feb, year = "2022", CODEN = "????", DOI = "https://doi.org/10.1109/TBDATA.2017.2787661", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Thu Apr 7 15:41:53 2022", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", } @Article{Wang:2022:CTD, author = "Tian Wang and Yang Li and Weiwei Fang and Wenzheng Xu and Junbin Liang and Yewang Chen and Xuxun Liu", title = "A Comprehensive Trustworthy Data Collection Approach in Sensor-Cloud Systems", journal = j-IEEE-TRANS-BIG-DATA, volume = "8", number = "1", pages = "140--151", month = feb, year = "2022", CODEN = "????", DOI = "https://doi.org/10.1109/TBDATA.2018.2811501", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Thu Apr 7 15:41:53 2022", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", } @Article{Khalajzadeh:2022:SAC, author = "Hourieh Khalajzadeh and Mohamed Abdelrazek and John Grundy and John Hosking and Qiang He", title = "Survey and Analysis of Current End-User Data Analytics Tool Support", journal = j-IEEE-TRANS-BIG-DATA, volume = "8", number = "1", pages = "152--165", month = feb, year = "2022", CODEN = "????", DOI = "https://doi.org/10.1109/TBDATA.2019.2921774", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Thu Apr 7 15:41:53 2022", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", } @Article{Meng:2022:TIT, author = "Chuishi Meng and Yu Cui and Qing He and Lu Su and Jing Gao", title = "Towards the Inference of Travel Purpose with Heterogeneous Urban Data", journal = j-IEEE-TRANS-BIG-DATA, volume = "8", number = "1", pages = "166--177", month = feb, year = "2022", CODEN = "????", DOI = "https://doi.org/10.1109/TBDATA.2019.2921823", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Thu Apr 7 15:41:53 2022", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", } @Article{Fahy:2022:FTM, author = "Conor Fahy and Shengxiang Yang", title = "Finding and Tracking Multi-Density Clusters in Online Dynamic Data Streams", journal = j-IEEE-TRANS-BIG-DATA, volume = "8", number = "1", pages = "178--192", month = feb, year = "2022", CODEN = "????", DOI = "https://doi.org/10.1109/TBDATA.2019.2922969", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Thu Apr 7 15:41:53 2022", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", } @Article{Li:2022:FCS, author = "Ting Li and Yiming Zhang and Hao Liu and Guangtao Xue and Ling Liu", title = "Fast Compressive Spectral Clustering for Large-Scale Sparse Graph", journal = j-IEEE-TRANS-BIG-DATA, volume = "8", number = "1", pages = "193--202", month = feb, year = "2022", CODEN = "????", DOI = "https://doi.org/10.1109/TBDATA.2019.2931532", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Thu Apr 7 15:41:53 2022", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", } @Article{Poostchi:2022:BST, author = "Hanieh Poostchi and Massimo Piccardi", title = "{BiLSTM-SSVM}: Training the {BiLSTM} with a Structured Hinge Loss for Named-Entity Recognition", journal = j-IEEE-TRANS-BIG-DATA, volume = "8", number = "1", pages = "203--212", month = feb, year = "2022", CODEN = "????", DOI = "https://doi.org/10.1109/TBDATA.2019.2938163", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Thu Apr 7 15:41:53 2022", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", } @Article{Rammer:2022:EFE, author = "Daniel Rammer and Thilina Buddhika and Matthew Malensek and Shrideep Pallickara and Sangmi Lee Pallickara", title = "Enabling Fast Exploratory Analyses Over Voluminous Spatiotemporal Data Using Analytical Engines", journal = j-IEEE-TRANS-BIG-DATA, volume = "8", number = "1", pages = "213--228", month = feb, year = "2022", CODEN = "????", DOI = "https://doi.org/10.1109/TBDATA.2019.2939834", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Thu Apr 7 15:41:53 2022", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", } @Article{Nguyen:2022:FPN, author = "Long Nguyen and Zhou Yang and Jia Li and Zhenhe Pan and Guofeng Cao and Fang Jin", title = "Forecasting People's Needs in Hurricane Events from Social Network", journal = j-IEEE-TRANS-BIG-DATA, volume = "8", number = "1", pages = "229--240", month = feb, year = "2022", CODEN = "????", DOI = "https://doi.org/10.1109/TBDATA.2019.2941887", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Thu Apr 7 15:41:53 2022", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", } @Article{Yao:2022:IET, author = "Haipeng Yao and Chong Liu and Peiying Zhang and Sheng Wu and Chunxiao Jiang and Shui Yu", title = "Identification of Encrypted Traffic Through Attention Mechanism Based Long Short Term Memory", journal = j-IEEE-TRANS-BIG-DATA, volume = "8", number = "1", pages = "241--252", month = feb, year = "2022", CODEN = "????", DOI = "https://doi.org/10.1109/TBDATA.2019.2940675", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Thu Apr 7 15:41:53 2022", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", } @Article{Wu:2022:SEP, author = "Sijie Wu and Hanhua Chen and Hai Jin and Shadi Ibrahim", title = "Shadow: Exploiting the Power of Choice for Efficient Shuffling in {MapReduce}", journal = j-IEEE-TRANS-BIG-DATA, volume = "8", number = "1", pages = "253--267", month = feb, year = "2022", CODEN = "????", DOI = "https://doi.org/10.1109/TBDATA.2019.2943473", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Thu Apr 7 15:41:53 2022", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", } @Article{Jayaraman:2022:FDN, author = "Sethuraman Jayaraman and Manikandan Ramachandran and Rizwan Patan and Mahmoud Daneshmand and Amir H. Gandomi", title = "Fuzzy Deep Neural Learning Based on {Goodman} and {Kruskal}'s Gamma for Search Engine Optimization", journal = j-IEEE-TRANS-BIG-DATA, volume = "8", number = "1", pages = "268--277", month = feb, year = "2022", CODEN = "????", DOI = "https://doi.org/10.1109/TBDATA.2020.2963982", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Thu Apr 7 15:41:53 2022", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", } @Article{Li:2022:LBP, author = "Qi Li and Mingyu Cheng and Junfeng Wang and Bowen Sun", title = "{LSTM} Based Phishing Detection for Big Email Data", journal = j-IEEE-TRANS-BIG-DATA, volume = "8", number = "1", pages = "278--288", month = feb, year = "2022", CODEN = "????", DOI = "https://doi.org/10.1109/TBDATA.2020.2978915", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Thu Apr 7 15:41:53 2022", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", } @Article{Anonymous:2022:IIT, author = "Anonymous", title = "2021 Index {{\booktitle{IEEE Transactions on Big Data}}} Vol. 7", journal = j-IEEE-TRANS-BIG-DATA, volume = "8", number = "1", pages = "1--16", month = feb, year = "2022", CODEN = "????", DOI = "https://doi.org/10.1109/TBDATA.2021.3137062", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Thu Apr 7 15:41:53 2022", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", } @Article{Liao:2022:IBL, author = "Xiaofei Liao and Zhan Zhang and Haikun Liu and Hai Jin", title = "Improving Bank-Level Parallelism for In-Memory Checkpointing in Hybrid Memory Systems", journal = j-IEEE-TRANS-BIG-DATA, volume = "8", number = "2", pages = "289--301", month = feb, year = "2022", CODEN = "????", DOI = "https://doi.org/10.1109/TBDATA.2018.2865964", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Thu Apr 7 15:41:53 2022", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", } @Article{Srinivasan:2022:SMA, author = "Sriram Srinivasan and Samuel D. Pollard and Boyana Norris and Sajal K. Das and Sanjukta Bhowmick", title = "A Shared-Memory Algorithm for Updating Tree-Based Properties of Large Dynamic Networks", journal = j-IEEE-TRANS-BIG-DATA, volume = "8", number = "2", pages = "302--317", month = feb, year = "2022", CODEN = "????", DOI = "https://doi.org/10.1109/TBDATA.2018.2870136", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Thu Apr 7 15:41:53 2022", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", } @Article{Pang:2022:SCP, author = "Zhifei Pang and Sai Wu and Gang Chen and Lidan Shou and Ke Chen and Bingsheng He", title = "A Stack-Centric Processing Model for Iterative Processing", journal = j-IEEE-TRANS-BIG-DATA, volume = "8", number = "2", pages = "318--331", month = feb, year = "2022", CODEN = "????", DOI = "https://doi.org/10.1109/TBDATA.2018.2841363", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Thu Apr 7 15:41:53 2022", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", } @Article{Yang:2022:WMA, author = "Zhengyu Yang and Manu Awasthi and Mrinmoy Ghosh and Janki Bhimani and Ningfang Mi", title = "{I/O} Workload Management for All-Flash Datacenter Storage Systems Based on Total Cost of Ownership", journal = j-IEEE-TRANS-BIG-DATA, volume = "8", number = "2", pages = "332--345", month = feb, year = "2022", CODEN = "????", DOI = "https://doi.org/10.1109/TBDATA.2018.2871114", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Thu Apr 7 15:41:53 2022", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", } @Article{Luo:2022:PSO, author = "Changqing Luo and Jinlong Ji and Xuhui Chen and Ming Li and Laurence T. Yang and Pan Li", title = "Parallel Secure Outsourcing of Large-Scale Nonlinearly Constrained Nonlinear Programming Problems", journal = j-IEEE-TRANS-BIG-DATA, volume = "8", number = "2", pages = "346--355", month = feb, year = "2022", CODEN = "????", DOI = "https://doi.org/10.1109/TBDATA.2018.2821195", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Thu Apr 7 15:41:53 2022", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", } @Article{Alazzawe:2022:EBD, author = "Anis Alazzawe and Amitangshu Pal and Krishna Kant", title = "Efficient Big-Data Access: Taxonomy and a Comprehensive Survey", journal = j-IEEE-TRANS-BIG-DATA, volume = "8", number = "2", pages = "356--376", month = feb, year = "2022", CODEN = "????", DOI = "https://doi.org/10.1109/TBDATA.2020.3036813", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Thu Apr 7 15:41:53 2022", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", } @Article{Shi:2022:VAA, author = "Yang Shi and Yuyin Liu and Hanghang Tong and Jingrui He and Gang Yan and Nan Cao", title = "Visual Analytics of Anomalous User Behaviors: a Survey", journal = j-IEEE-TRANS-BIG-DATA, volume = "8", number = "2", pages = "377--396", month = feb, year = "2022", CODEN = "????", DOI = "https://doi.org/10.1109/TBDATA.2020.2964169", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Thu Apr 7 15:41:53 2022", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", } @Article{Song:2022:BDE, author = "Xuan Song and Haoran Zhang and Rajendra Akerkar and Huawei Huang and Song Guo and Lei Zhong and Yusheng Ji and Andreas L. Opdahl and Hemant Purohit and Andr{\'e} Skupin and Akshay Pottathil and Aron Culotta", title = "Big Data and Emergency Management: Concepts, Methodologies, and Applications", journal = j-IEEE-TRANS-BIG-DATA, volume = "8", number = "2", pages = "397--419", month = feb, year = "2022", CODEN = "????", DOI = "https://doi.org/10.1109/TBDATA.2020.2972871", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Thu Apr 7 15:41:53 2022", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", } @Article{Shi:2022:LSS, author = "Xiaoyu Shi and Qiang He and Xin Luo and Yanan Bai and Mingsheng Shang", title = "Large-Scale and Scalable Latent Factor Analysis via Distributed Alternative Stochastic Gradient Descent for Recommender Systems", journal = j-IEEE-TRANS-BIG-DATA, volume = "8", number = "2", pages = "420--431", month = feb, year = "2022", CODEN = "????", DOI = "https://doi.org/10.1109/TBDATA.2020.2973141", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Thu Apr 7 15:41:53 2022", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", } @Article{Liakos:2022:ULH, author = "Panagiotis Liakos and Alexandros Ntoulas and Alex Delis", title = "Uncovering Local Hierarchical Overlapping Communities at Scale", journal = j-IEEE-TRANS-BIG-DATA, volume = "8", number = "2", pages = "432--445", month = feb, year = "2022", CODEN = "????", DOI = "https://doi.org/10.1109/TBDATA.2019.2940450", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Thu Apr 7 15:41:53 2022", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", } @Article{Teng:2022:LSA, author = "Dan Teng and Xiaowei Zhang and Li Cheng and Delin Chu", title = "Least Squares Approximation via Sparse Subsampled Randomized {Hadamard} Transform", journal = j-IEEE-TRANS-BIG-DATA, volume = "8", number = "2", pages = "446--457", month = feb, year = "2022", CODEN = "????", DOI = "https://doi.org/10.1109/TBDATA.2020.2972887", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Thu Apr 7 15:41:53 2022", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", } @Article{Chen:2022:SAD, author = "Yuxing Chen and Peter Goetsch and Mohammad A. Hoque and Jiaheng Lu and Sasu Tarkoma", title = "$d$-Simplexed: Adaptive {Delaunay} Triangulation for Performance Modeling and Prediction on Big Data Analytics", journal = j-IEEE-TRANS-BIG-DATA, volume = "8", number = "2", pages = "458--469", month = feb, year = "2022", CODEN = "????", DOI = "https://doi.org/10.1109/TBDATA.2019.2948338", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Thu Apr 7 15:41:53 2022", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", } @Article{Etemadi:2022:PPE, author = "Roohollah Etemadi and Jianguo Lu", title = "{PES}: Priority Edge Sampling in Streaming Triangle Estimation", journal = j-IEEE-TRANS-BIG-DATA, volume = "8", number = "2", pages = "470--481", month = feb, year = "2022", CODEN = "????", DOI = "https://doi.org/10.1109/TBDATA.2019.2948613", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Thu Apr 7 15:41:53 2022", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", } @Article{Wang:2022:DDB, author = "Shengnan Wang and Chunguang Li", title = "Discrete Double-Bit Hashing", journal = j-IEEE-TRANS-BIG-DATA, volume = "8", number = "2", pages = "482--494", month = feb, year = "2022", CODEN = "????", DOI = "https://doi.org/10.1109/TBDATA.2019.2946616", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Thu Apr 7 15:41:53 2022", bibsource = "https://www.math.utah.edu/pub/tex/bib/hash.bib; https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", } @Article{Sun:2022:GON, author = "Peng Sun and Yonggang Wen and Ruobing Han and Wansen Feng and Shengen Yan", title = "{GradientFlow}: Optimizing Network Performance for Large-Scale Distributed {DNN} Training", journal = j-IEEE-TRANS-BIG-DATA, volume = "8", number = "2", pages = "495--507", month = feb, year = "2022", CODEN = "????", DOI = "https://doi.org/10.1109/TBDATA.2019.2957478", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Thu Apr 7 15:41:53 2022", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", } @Article{Shah:2022:EDT, author = "Zubair Shah and Adam G. Dunn", title = "Event Detection on {Twitter} by Mapping Unexpected Changes in Streaming Data into a Spatiotemporal Lattice", journal = j-IEEE-TRANS-BIG-DATA, volume = "8", number = "2", pages = "508--522", month = feb, year = "2022", CODEN = "????", DOI = "https://doi.org/10.1109/TBDATA.2019.2948594", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Thu Apr 7 15:41:53 2022", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", } @Article{Hu:2022:AII, author = "Lun Hu and Shicheng Yang and Xin Luo and MengChu Zhou", title = "An Algorithm of Inductively Identifying Clusters From Attributed Graphs", journal = j-IEEE-TRANS-BIG-DATA, volume = "8", number = "2", pages = "523--534", month = feb, year = "2022", CODEN = "????", DOI = "https://doi.org/10.1109/TBDATA.2020.2964544", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Thu Apr 7 15:41:53 2022", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", } @Article{Lv:2022:UUV, author = "Guangyi Lv and Kun Zhang and Le Wu and Enhong Chen and Tong Xu and Qi Liu and Weidong He", title = "Understanding the Users and Videos by Mining a Novel {Danmu} Dataset", journal = j-IEEE-TRANS-BIG-DATA, volume = "8", number = "2", pages = "535--551", month = feb, year = "2022", CODEN = "????", DOI = "https://doi.org/10.1109/TBDATA.2019.2950411", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Thu Apr 7 15:41:53 2022", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", } @Article{Liu:2022:WSC, author = "Xuanwu Liu and Guoxian Yu and Carlotta Domeniconi and Jun Wang and Guoqiang Xiao and Maozu Guo", title = "Weakly Supervised Cross-Modal Hashing", journal = j-IEEE-TRANS-BIG-DATA, volume = "8", number = "2", pages = "552--563", month = feb, year = "2022", CODEN = "????", DOI = "https://doi.org/10.1109/TBDATA.2019.2954516", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Thu Apr 7 15:41:53 2022", bibsource = "https://www.math.utah.edu/pub/tex/bib/hash.bib; https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", } @Article{Liu:2022:PUW, author = "Ye Liu and Yuxuan Liang and Kun Ouyang and Shuming Liu and David S. Rosenblum and Yu Zheng", title = "Predicting Urban Water Quality With Ubiquitous Data --- a Data-Driven Approach", journal = j-IEEE-TRANS-BIG-DATA, volume = "8", number = "2", pages = "564--578", month = feb, year = "2022", CODEN = "????", DOI = "https://doi.org/10.1109/TBDATA.2020.2972564", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Thu Apr 7 15:41:53 2022", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", } @Article{Fu:2022:FFL, author = "Weijie Fu and Meng Wang and Shijie Hao and Tingting Mu", title = "{FLAG}: Faster Learning on Anchor Graph with Label Predictor Optimization", journal = j-IEEE-TRANS-BIG-DATA, volume = "8", number = "3", pages = "579--591", month = jun, year = "2022", DOI = "https://doi.org/10.1109/TBDATA.2017.2757522", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Tue Jul 26 16:02:13 2022", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", } @Article{Kejriwal:2022:KGS, author = "Mayank Kejriwal and Pedro Szekely", title = "Knowledge Graphs for Social Good: an Entity-Centric Search Engine for the Human Trafficking Domain", journal = j-IEEE-TRANS-BIG-DATA, volume = "8", number = "3", pages = "592--606", month = jun, year = "2022", DOI = "https://doi.org/10.1109/TBDATA.2017.2763164", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Tue Jul 26 16:02:13 2022", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", } @Article{He:2022:NGS, author = "Liang He and Bin Shao and Yanghua Xiao and Yatao Li and Tie-Yan Liu and Enhong Chen and Huanhuan Xia", title = "Neurally-Guided Semantic Navigation in Knowledge Graph", journal = j-IEEE-TRANS-BIG-DATA, volume = "8", number = "3", pages = "607--615", month = jun, year = "2022", DOI = "https://doi.org/10.1109/TBDATA.2018.2805363", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Tue Jul 26 16:02:13 2022", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", } @Article{Zheng:2022:MPB, author = "Yuyan Zheng and Chuan Shi and Xiaohuan Cao and Xiaoli Li and Bin Wu", title = "A Meta Path Based Method for Entity Set Expansion in Knowledge Graph", journal = j-IEEE-TRANS-BIG-DATA, volume = "8", number = "3", pages = "616--629", month = jun, year = "2022", DOI = "https://doi.org/10.1109/TBDATA.2018.2805366", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Tue Jul 26 16:02:13 2022", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", } @Article{Li:2022:LPK, author = "Manling Li and Yuanzhuo Wang and Denghui Zhang and Yantao Jia and Xueqi Cheng", title = "Link Prediction in Knowledge Graphs: a Hierarchy-Constrained Approach", journal = j-IEEE-TRANS-BIG-DATA, volume = "8", number = "3", pages = "630--643", month = jun, year = "2022", DOI = "https://doi.org/10.1109/TBDATA.2018.2867583", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Tue Jul 26 16:02:13 2022", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", } @Article{Zhang:2022:TUI, author = "Zongpu Zhang and Tao Song and Liwei Lin and Yang Hua and Xufeng He and Zhengui Xue and Ruhui Ma and Haibing Guan", title = "Towards Ubiquitous Intelligent Computing: Heterogeneous Distributed Deep Neural Networks", journal = j-IEEE-TRANS-BIG-DATA, volume = "8", number = "3", pages = "644--657", month = jun, year = "2022", DOI = "https://doi.org/10.1109/TBDATA.2018.2880978", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Tue Jul 26 16:02:13 2022", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", } @Article{Ma:2022:EEI, author = "Meng Ma and Ping Wang", title = "Efficient Event Inference and Context-Awareness in {Internet of Things} Edge Systems", journal = j-IEEE-TRANS-BIG-DATA, volume = "8", number = "3", pages = "658--670", month = jun, year = "2022", DOI = "https://doi.org/10.1109/TBDATA.2019.2907978", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Tue Jul 26 16:02:13 2022", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", } @Article{Qin:2022:MSC, author = "Hongchao Qin and Rong-Hua Li and Guoren Wang and Xin Huang and Ye Yuan and Jeffrey Xu Yu", title = "Mining Stable Communities in Temporal Networks by Density-Based Clustering", journal = j-IEEE-TRANS-BIG-DATA, volume = "8", number = "3", pages = "671--684", month = jun, year = "2022", DOI = "https://doi.org/10.1109/TBDATA.2020.2974849", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Tue Jul 26 16:02:13 2022", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", } @Article{Qi:2022:DDW, author = "Lianyong Qi and Qiang He and Feifei Chen and Xuyun Zhang and Wanchun Dou and Qiang Ni", title = "Data-Driven Web {APIs} Recommendation for Building {Web} Applications", journal = j-IEEE-TRANS-BIG-DATA, volume = "8", number = "3", pages = "685--698", month = jun, year = "2022", DOI = "https://doi.org/10.1109/TBDATA.2020.2975587", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Tue Jul 26 16:02:13 2022", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", } @Article{Misra:2022:SFS, author = "Chandan Misra and Sourangshu Bhattacharya and Soumya K. Ghosh", title = "{Stark}: Fast and Scalable {Strassen}'s Matrix Multiplication Using {Apache Spark}", journal = j-IEEE-TRANS-BIG-DATA, volume = "8", number = "3", pages = "699--710", month = jun, year = "2022", DOI = "https://doi.org/10.1109/TBDATA.2020.2977326", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Tue Jul 26 16:02:13 2022", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", } @Article{Yu:2022:MAP, author = "Yangwen Yu and Victor O. K. Li and Jacqueline C. K. Lam", title = "Missing Air Pollution Data Recovery Based on Long-Short Term Context Encoder", journal = j-IEEE-TRANS-BIG-DATA, volume = "8", number = "3", pages = "711--722", month = jun, year = "2022", DOI = "https://doi.org/10.1109/TBDATA.2020.2979443", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Tue Jul 26 16:02:13 2022", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", } @Article{Parmar:2022:SMR, author = "Nishaal Parmar and Hazem H. Refai and Thordur Runolfsson", title = "A Survey on the Methods and Results of Data-Driven {Koopman} Analysis in the Visualization of Dynamical Systems", journal = j-IEEE-TRANS-BIG-DATA, volume = "8", number = "3", pages = "723--738", month = jun, year = "2022", DOI = "https://doi.org/10.1109/TBDATA.2020.2980849", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Tue Jul 26 16:02:13 2022", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", } @Article{Liu:2022:BBS, author = "Gao Liu and Huidong Dong and Zheng Yan and Xiaokang Zhou and Shohei Shimizu", title = "{B4SDC}: a Blockchain System for Security Data Collection in {MANETs}", journal = j-IEEE-TRANS-BIG-DATA, volume = "8", number = "3", pages = "739--752", month = jun, year = "2022", DOI = "https://doi.org/10.1109/TBDATA.2020.2981438", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Tue Jul 26 16:02:13 2022", bibsource = "https://www.math.utah.edu/pub/tex/bib/bitcoin.bib; https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", } @Article{Wang:2022:MRM, author = "Rui Wang and Xiao-Jun Wu and Kai-Xuan Chen and Josef Kittler", title = "Multiple {Riemannian} Manifold-Valued Descriptors Based Image Set Classification With Multi-Kernel Metric Learning", journal = j-IEEE-TRANS-BIG-DATA, volume = "8", number = "3", pages = "753--769", month = jun, year = "2022", DOI = "https://doi.org/10.1109/TBDATA.2020.2982146", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Tue Jul 26 16:02:13 2022", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", } @Article{Wang:2022:IIR, author = "Jia Wang and Jiannong Cao and Senzhang Wang and Zhongyu Yao and Wengen Li", title = "{IRDA}: Incremental Reinforcement Learning for Dynamic Resource Allocation", journal = j-IEEE-TRANS-BIG-DATA, volume = "8", number = "3", pages = "770--783", month = jun, year = "2022", DOI = "https://doi.org/10.1109/TBDATA.2020.2988273", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Tue Jul 26 16:02:13 2022", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", } @Article{Yuan:2022:MRL, author = "Ye Yuan and Qiang He and Xin Luo and Mingsheng Shang", title = "A Multilayered-and-Randomized Latent Factor Model for High-Dimensional and Sparse Matrices", journal = j-IEEE-TRANS-BIG-DATA, volume = "8", number = "3", pages = "784--794", month = jun, year = "2022", DOI = "https://doi.org/10.1109/TBDATA.2020.2988778", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Tue Jul 26 16:02:13 2022", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", } @Article{Tang:2022:RRL, author = "Zhiqing Tang and Weijia Jia and Xiaojie Zhou and Wenmian Yang and Yongjian You", title = "Representation and Reinforcement Learning for Task Scheduling in Edge Computing", journal = j-IEEE-TRANS-BIG-DATA, volume = "8", number = "3", pages = "795--808", month = jun, year = "2022", DOI = "https://doi.org/10.1109/TBDATA.2020.2990558", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Tue Jul 26 16:02:13 2022", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", } @Article{Zhang:2022:UAA, author = "Mingyang Zhang and Tong Li and Yue Yu and Yong Li and Pan Hui and Yu Zheng", title = "Urban Anomaly Analytics: Description, Detection, and Prediction", journal = j-IEEE-TRANS-BIG-DATA, volume = "8", number = "3", pages = "809--826", month = jun, year = "2022", DOI = "https://doi.org/10.1109/TBDATA.2020.2991008", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Tue Jul 26 16:02:13 2022", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", } @Article{Chen:2022:CPF, author = "Chao Chen and Sen Yang and Yasha Wang and Bin Guo and Daqing Zhang", title = "{CrowdExpress}: a Probabilistic Framework for On-Time Crowdsourced Package Deliveries", journal = j-IEEE-TRANS-BIG-DATA, volume = "8", number = "3", pages = "827--842", month = jun, year = "2022", DOI = "https://doi.org/10.1109/TBDATA.2020.2991152", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Tue Jul 26 16:02:13 2022", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", } @Article{Liu:2022:FF, author = "Yang Liu and Yingting Liu and Zhijie Liu and Yuxuan Liang and Chuishi Meng and Junbo Zhang and Yu Zheng", title = "Federated Forest", journal = j-IEEE-TRANS-BIG-DATA, volume = "8", number = "3", pages = "843--854", month = jun, year = "2022", DOI = "https://doi.org/10.1109/TBDATA.2020.2992755", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Tue Jul 26 16:02:13 2022", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", } @Article{Niu:2022:OTW, author = "Xiaofei Niu and Guangchi Liu and Qing Yang", title = "{OpinionRank}: Trustworthy Website Detection Using Three Valued Subjective Logic", journal = j-IEEE-TRANS-BIG-DATA, volume = "8", number = "3", pages = "855--866", month = jun, year = "2022", DOI = "https://doi.org/10.1109/TBDATA.2020.2994309", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Tue Jul 26 16:02:13 2022", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", } @Article{Jin:2022:GES, author = "Di Jin and Wenjun Wang and Guojie Song and Philip S. Yu and Jiawei Han", title = "Guest Editorial: Special Issue on Network Structural Modeling and Learning in Big Data", journal = j-IEEE-TRANS-BIG-DATA, volume = "8", number = "4", pages = "867--868", month = aug, year = "2022", DOI = "https://doi.org/10.1109/TBDATA.2022.3162000", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Tue Jul 26 16:02:13 2022", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", } @Article{He:2022:ICM, author = "Dongxiao He and Yanli Wu and Youyou Wang and Zhizhi Yu and Zhiyong Feng and Xiaobao Wang and Yuxiao Huang", title = "Identification of Communities With Multi-Semantics via {Bayesian} Generative Model", journal = j-IEEE-TRANS-BIG-DATA, volume = "8", number = "4", pages = "869--881", month = aug, year = "2022", DOI = "https://doi.org/10.1109/TBDATA.2021.3131707", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Tue Jul 26 16:02:13 2022", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", } @Article{Gao:2022:MVC, author = "Xiaowei Gao and Xiaoke Ma and Wensheng Zhang and Jianbin Huang and He Li and Yanni Li and Jiangtao Cui", title = "Multi-View Clustering With Self-Representation and Structural Constraint", journal = j-IEEE-TRANS-BIG-DATA, volume = "8", number = "4", pages = "882--893", month = aug, year = "2022", DOI = "https://doi.org/10.1109/TBDATA.2021.3128906", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Tue Jul 26 16:02:13 2022", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", } @Article{Liu:2022:HPO, author = "Dong Liu and Guoliang Yang and Yanwei Wang and Hu Jin and Enhong Chen", title = "How to Protect Ourselves From Overlapping Community Detection in Social Networks", journal = j-IEEE-TRANS-BIG-DATA, volume = "8", number = "4", pages = "894--904", month = aug, year = "2022", DOI = "https://doi.org/10.1109/TBDATA.2022.3152431", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Tue Jul 26 16:02:13 2022", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", } @Article{Jiang:2022:MGB, author = "Nan Jiang and Fuxian Duan and Honglong Chen and Wei Huang and Ximeng Liu", title = "{MAFI}: {GNN}-Based Multiple Aggregators and Feature Interactions Network for Fraud Detection Over Heterogeneous Graph", journal = j-IEEE-TRANS-BIG-DATA, volume = "8", number = "4", pages = "905--919", month = aug, year = "2022", DOI = "https://doi.org/10.1109/TBDATA.2021.3132672", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Tue Jul 26 16:02:13 2022", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", } @Article{Xie:2022:ASS, author = "Yu Xie and Shengze Lv and Yuhua Qian and Chao Wen and Jiye Liang", title = "Active and Semi-Supervised Graph Neural Networks for Graph Classification", journal = j-IEEE-TRANS-BIG-DATA, volume = "8", number = "4", pages = "920--932", month = aug, year = "2022", DOI = "https://doi.org/10.1109/TBDATA.2021.3140205", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Tue Jul 26 16:02:13 2022", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", } @Article{Jiao:2022:SRO, author = "Pengfei Jiao and Xuan Guo and Ting Pan and Wang Zhang and Yulong Pei and Lin Pan", title = "A Survey on Role-Oriented Network Embedding", journal = j-IEEE-TRANS-BIG-DATA, volume = "8", number = "4", pages = "933--952", month = aug, year = "2022", DOI = "https://doi.org/10.1109/TBDATA.2021.3131610", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Tue Jul 26 16:02:13 2022", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", } @Article{Song:2022:GES, author = "Guojie Song and Chuan Shi and Yizhou Sun and Zhiyuan Liu", title = "Guest Editorial: Special Issue on Social Media Computing", journal = j-IEEE-TRANS-BIG-DATA, volume = "8", number = "4", pages = "953--954", month = aug, year = "2022", DOI = "https://doi.org/10.1109/TBDATA.2021.3119083", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Tue Jul 26 16:02:13 2022", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", } @Article{Xie:2022:IAD, author = "Ruobing Xie and Qi Liu and Shukai Liu and Ziwei Zhang and Peng Cui and Bo Zhang and Leyu Lin", title = "Improving Accuracy and Diversity in Matching of Recommendation With Diversified Preference Network", journal = j-IEEE-TRANS-BIG-DATA, volume = "8", number = "4", pages = "955--967", month = aug, year = "2022", DOI = "https://doi.org/10.1109/TBDATA.2021.3103263", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Tue Jul 26 16:02:13 2022", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", } @Article{He:2022:BNM, author = "Chaobo He and Yulong Zheng and Xiang Fei and Hanchao Li and Zeng Hu and Yong Tang", title = "Boosting Nonnegative Matrix Factorization Based Community Detection With Graph Attention Auto-Encoder", journal = j-IEEE-TRANS-BIG-DATA, volume = "8", number = "4", pages = "968--981", month = aug, year = "2022", DOI = "https://doi.org/10.1109/TBDATA.2021.3103213", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Tue Jul 26 16:02:13 2022", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", } @Article{Jin:2022:ICW, author = "Hai Jin and Zhaobo Zhang and Pingpeng Yuan", title = "Improving {Chinese} Word Representation Using Four Corners Features", journal = j-IEEE-TRANS-BIG-DATA, volume = "8", number = "4", pages = "982--993", month = aug, year = "2022", DOI = "https://doi.org/10.1109/TBDATA.2021.3106582", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Tue Jul 26 16:02:13 2022", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", } @Article{He:2022:JCD, author = "Dongxiao He and Huixin Liu and Zhiyong Feng and Xiaobao Wang and Di Jin and Wenze Song and Yuxiao Huang", title = "A Joint Community Detection Model: Integrating Directed and Undirected Probabilistic Graphical Models via Factor Graph With Attention Mechanism", journal = j-IEEE-TRANS-BIG-DATA, volume = "8", number = "4", pages = "994--1006", month = aug, year = "2022", DOI = "https://doi.org/10.1109/TBDATA.2021.3104005", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Tue Jul 26 16:02:13 2022", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", } @Article{Li:2022:MMS, author = "Jianian Li and Peng Bao and Huawei Shen and Xuanya Li", title = "{MiSTR}: a Multiview Structural-Temporal Learning Framework for Rumor Detection", journal = j-IEEE-TRANS-BIG-DATA, volume = "8", number = "4", pages = "1007--1019", month = aug, year = "2022", DOI = "https://doi.org/10.1109/TBDATA.2021.3107481", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Tue Jul 26 16:02:13 2022", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", } @Article{Sangat:2022:AGJ, author = "Prajwol Sangat and David Taniar and Christopher Messom", title = "{ATrie} Group Join: a Parallel Star Group Join and Aggregation for In-Memory Column-Stores", journal = j-IEEE-TRANS-BIG-DATA, volume = "8", number = "4", pages = "1020--1033", month = aug, year = "2022", DOI = "https://doi.org/10.1109/TBDATA.2020.3004520", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Tue Jul 26 16:02:13 2022", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", } @Article{Han:2022:DSB, author = "Yang Han and Jacqueline C. K. Lam and Victor O. K. Li and Qi Zhang", title = "A Domain-Specific {Bayesian} Deep-Learning Approach for Air Pollution Forecast", journal = j-IEEE-TRANS-BIG-DATA, volume = "8", number = "4", pages = "1034--1046", month = aug, year = "2022", DOI = "https://doi.org/10.1109/TBDATA.2020.3005368", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Tue Jul 26 16:02:13 2022", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", } @Article{Hou:2022:FMV, author = "Dongdong Hou and Yang Cong and Gan Sun and Jiahua Dong and Jun Li and Kai Li", title = "Fast Multi-View Outlier Detection via {Deep Encoder}", journal = j-IEEE-TRANS-BIG-DATA, volume = "8", number = "4", pages = "1047--1058", month = aug, year = "2022", DOI = "https://doi.org/10.1109/TBDATA.2020.3004057", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Tue Jul 26 16:02:13 2022", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", } @Article{Zhao:2022:DEB, author = "Feng Zhao and Xiangyu Gui and Yafan Huang and Hai Jin and Laurence T. Yang", title = "Dynamic Entity-Based Named Entity Recognition Under Unconstrained Tagging Schemes", journal = j-IEEE-TRANS-BIG-DATA, volume = "8", number = "4", pages = "1059--1072", month = aug, year = "2022", DOI = "https://doi.org/10.1109/TBDATA.2020.2998770", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Tue Jul 26 16:02:13 2022", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", } @Article{Wang:2022:SAL, author = "Li Wang and Ren-Cang Li", title = "A Scalable Algorithm for Large-Scale Unsupervised Multi-View Partial Least Squares", journal = j-IEEE-TRANS-BIG-DATA, volume = "8", number = "4", pages = "1073--1083", month = aug, year = "2022", DOI = "https://doi.org/10.1109/TBDATA.2020.3014937", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Tue Jul 26 16:02:13 2022", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", } @Article{Zhang:2022:DTE, author = "Yingxue Zhang and Yanhua Li and Xun Zhou and Xiangnan Kong and Jun Luo", title = "Off-Deployment Traffic Estimation: a Traffic Generative Adversarial Networks Approach", journal = j-IEEE-TRANS-BIG-DATA, volume = "8", number = "4", pages = "1084--1095", month = aug, year = "2022", DOI = "https://doi.org/10.1109/TBDATA.2020.3014511", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Tue Jul 26 16:02:13 2022", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", } @Article{Zhong:2022:MIS, author = "Yurong Zhong and Long Jin and Mingsheng Shang and Xin Luo", title = "Momentum-Incorporated Symmetric Non-Negative Latent Factor Models", journal = j-IEEE-TRANS-BIG-DATA, volume = "8", number = "4", pages = "1096--1106", month = aug, year = "2022", DOI = "https://doi.org/10.1109/TBDATA.2020.3012656", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Tue Jul 26 16:02:13 2022", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", } @Article{Ding:2022:PER, author = "Jiahao Ding and Sai Mounika Errapotu and Yuanxiong Guo and Haixia Zhang and Dongfeng Yuan and Miao Pan", title = "Private Empirical Risk Minimization With Analytic {Gaussian} Mechanism for Healthcare System", journal = j-IEEE-TRANS-BIG-DATA, volume = "8", number = "4", pages = "1107--1117", month = aug, year = "2022", DOI = "https://doi.org/10.1109/TBDATA.2020.2997732", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Tue Jul 26 16:02:13 2022", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", } @Article{Xu:2022:RLP, author = "Xiangxi Xu and Zhihui Lai and Yudong Chen", title = "Relaxed Locality Preserving Supervised Discrete Hashing", journal = j-IEEE-TRANS-BIG-DATA, volume = "8", number = "4", pages = "1118--1128", month = aug, year = "2022", DOI = "https://doi.org/10.1109/TBDATA.2020.3027379", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Tue Jul 26 16:02:13 2022", bibsource = "https://www.math.utah.edu/pub/tex/bib/hash.bib; https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", } @Article{Huang:2022:WSL, author = "Aiping Huang and Tiesong Zhao", title = "Weak Supervision Learning for Object Co-Segmentation", journal = j-IEEE-TRANS-BIG-DATA, volume = "8", number = "4", pages = "1129--1140", month = aug, year = "2022", DOI = "https://doi.org/10.1109/TBDATA.2020.3009983", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Tue Jul 26 16:02:13 2022", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", } @Article{Zhang:2022:PRP, author = "Lei Zhang and Xinpeng Wu and Hongke Zhao and Fan Cheng and Qi Liu", title = "Personalized Recommendation in {P2P} Lending Based on Risk-Return Management: a Multi-Objective Perspective", journal = j-IEEE-TRANS-BIG-DATA, volume = "8", number = "4", pages = "1141--1154", month = aug, year = "2022", DOI = "https://doi.org/10.1109/TBDATA.2020.2993446", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Tue Jul 26 16:02:13 2022", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", } @Article{Huang:2022:MNT, author = "Jin Huang and Ming Xiao", title = "Mobile Network Traffic Prediction Based on Seasonal Adjacent Windows Sampling and Conditional Probability Estimation", journal = j-IEEE-TRANS-BIG-DATA, volume = "8", number = "5", pages = "1155--1168", month = oct, year = "2022", DOI = "https://doi.org/10.1109/TBDATA.2020.3014049", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Wed Nov 30 07:34:21 2022", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", } @Article{Shi:2022:MLG, author = "Min Shi and Yufei Tang and Xingquan Zhu and Jianxun Liu", title = "Multi-Label Graph Convolutional Network Representation Learning", journal = j-IEEE-TRANS-BIG-DATA, volume = "8", number = "5", pages = "1169--1181", month = oct, year = "2022", DOI = "https://doi.org/10.1109/TBDATA.2020.3019478", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Wed Nov 30 07:34:21 2022", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", } @Article{Si:2022:GES, author = "Beibei Si and Yuxuan Liang and Jin Zhao and Yu Zhang and Xiaofei Liao and Hai Jin and Haikun Liu and Lin Gu", title = "{GGraph}: an Efficient Structure-Aware Approach for Iterative Graph Processing", journal = j-IEEE-TRANS-BIG-DATA, volume = "8", number = "5", pages = "1182--1194", month = oct, year = "2022", DOI = "https://doi.org/10.1109/TBDATA.2020.3019641", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Wed Nov 30 07:34:21 2022", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", } @Article{Song:2022:DCN, author = "Guojie Song and Qingqing Long and Yi Luo and Yiming Wang and Yilun Jin", title = "Deep Convolutional Neural Network Based Medical Concept Normalization", journal = j-IEEE-TRANS-BIG-DATA, volume = "8", number = "5", pages = "1195--1208", month = oct, year = "2022", DOI = "https://doi.org/10.1109/TBDATA.2020.3021389", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Wed Nov 30 07:34:21 2022", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", } @Article{Ma:2022:EIG, author = "Mengyu Ma and Luo Chen and Xue Ouyang and Xiaoran Liu and Jun Li and Ning Jing", title = "Efficient Interactive Global Cellular Signal Strength Visualization", journal = j-IEEE-TRANS-BIG-DATA, volume = "8", number = "5", pages = "1209--1219", month = oct, year = "2022", DOI = "https://doi.org/10.1109/TBDATA.2020.3029559", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Wed Nov 30 07:34:21 2022", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", } @Article{Song:2022:DAN, author = "Guojie Song and Yizhou Zhang and Lingjun Xu and Haibing Lu", title = "Domain Adaptive Network Embedding", journal = j-IEEE-TRANS-BIG-DATA, volume = "8", number = "5", pages = "1220--1232", month = oct, year = "2022", DOI = "https://doi.org/10.1109/TBDATA.2020.3034201", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Wed Nov 30 07:34:21 2022", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", } @Article{Wang:2022:CFN, author = "Wei Wang and Tao Tang and Feng Xia and Zhiguo Gong and Zhikui Chen and Huan Liu", title = "Collaborative Filtering With Network Representation Learning for Citation Recommendation", journal = j-IEEE-TRANS-BIG-DATA, volume = "8", number = "5", pages = "1233--1246", month = oct, year = "2022", DOI = "https://doi.org/10.1109/TBDATA.2020.3034976", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Wed Nov 30 07:34:21 2022", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", } @Article{Zhang:2022:EDG, author = "Fan Zhang and Long Zheng and Xiaofei Liao and Xinqiao Lv and Hai Jin and Jiang Xiao", title = "An Effective 2-Dimension Graph Partitioning for Work Stealing Assisted Graph Processing on Multi-{FPGAs}", journal = j-IEEE-TRANS-BIG-DATA, volume = "8", number = "5", pages = "1247--1258", month = oct, year = "2022", DOI = "https://doi.org/10.1109/TBDATA.2020.3035090", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Wed Nov 30 07:34:21 2022", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", } @Article{Wang:2022:MSC, author = "Xinying Wang and Cong Xu and Ke Wang and Feng Yan and Dongfang Zhao", title = "Memory Scaling of Cloud-Based Big Data Systems: a Hybrid Approach", journal = j-IEEE-TRANS-BIG-DATA, volume = "8", number = "5", pages = "1259--1272", month = oct, year = "2022", DOI = "https://doi.org/10.1109/TBDATA.2020.3035522", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Wed Nov 30 07:34:21 2022", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", } @Article{Biswas:2022:DDA, author = "Sujit Biswas and Kashif Sharif and Fan Li and Iqbal Alam and Saraju P. Mohanty", title = "{DAAC}: Digital Asset Access Control in a Unified Blockchain Based E-Health System", journal = j-IEEE-TRANS-BIG-DATA, volume = "8", number = "5", pages = "1273--1287", month = oct, year = "2022", DOI = "https://doi.org/10.1109/TBDATA.2020.3037914", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Wed Nov 30 07:34:21 2022", bibsource = "https://www.math.utah.edu/pub/tex/bib/bitcoin.bib; https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", } @Article{Zhang:2022:CCG, author = "Xin Zhang and Yanhua Li and Xun Zhou and Jun Luo", title = "{cGAIL}: Conditional Generative Adversarial Imitation Learning An Application in Taxi Drivers Strategy Learning", journal = j-IEEE-TRANS-BIG-DATA, volume = "8", number = "5", pages = "1288--1300", month = oct, year = "2022", DOI = "https://doi.org/10.1109/TBDATA.2020.3039810", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Wed Nov 30 07:34:21 2022", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", } @Article{Pan:2022:SSC, author = "Menghai Pan and Yanhua Li and Zhi-Li Zhang and Jun Luo", title = "{SCCS}: Smart Cloud Commuting System With Shared Autonomous Vehicles", journal = j-IEEE-TRANS-BIG-DATA, volume = "8", number = "5", pages = "1301--1311", month = oct, year = "2022", DOI = "https://doi.org/10.1109/TBDATA.2020.3041263", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Wed Nov 30 07:34:21 2022", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", } @Article{Koh:2022:MPC, author = "Zann Koh and Yuren Zhou and Billy Pik Lik Lau and Chau Yuen and Bige Tun{\c{c}}er and Keng Hua Chong", title = "Multiple-Perspective Clustering of Passive Wi-Fi Sensing Trajectory Data", journal = j-IEEE-TRANS-BIG-DATA, volume = "8", number = "5", pages = "1312--1325", month = oct, year = "2022", DOI = "https://doi.org/10.1109/TBDATA.2020.3045154", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Wed Nov 30 07:34:21 2022", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", } @Article{Yi:2022:PFG, author = "Xiuwen Yi and Zhewen Duan and Ruiyuan Li and Junbo Zhang and Tianrui Li and Yu Zheng", title = "Predicting Fine-Grained Air Quality Based on Deep Neural Networks", journal = j-IEEE-TRANS-BIG-DATA, volume = "8", number = "5", pages = "1326--1339", month = oct, year = "2022", DOI = "https://doi.org/10.1109/TBDATA.2020.3047078", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Wed Nov 30 07:34:21 2022", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", } @Article{Slo:2022:SAL, author = "Ahmad Slo and Sukanya Bhowmik and Kurt Rothermel", title = "State-Aware Load Shedding From Input Event Streams in Complex Event Processing", journal = j-IEEE-TRANS-BIG-DATA, volume = "8", number = "5", pages = "1340--1357", month = oct, year = "2022", DOI = "https://doi.org/10.1109/TBDATA.2020.3047438", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Wed Nov 30 07:34:21 2022", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", } @Article{Ebadi:2022:MNI, author = "Nima Ebadi and Mohsen Jozani and Kim-Kwang Raymond Choo and Paul Rad", title = "A Memory Network Information Retrieval Model for Identification of News Misinformation", journal = j-IEEE-TRANS-BIG-DATA, volume = "8", number = "5", pages = "1358--1370", month = oct, year = "2022", DOI = "https://doi.org/10.1109/TBDATA.2020.3048961", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Wed Nov 30 07:34:21 2022", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", } @Article{Huang:2022:DCD, author = "Weiyi Huang and Peng Li and Bo Li and Tao Zhang", title = "{DMP}: Content Delivery With Dynamic Movement Pattern in Vehicular Networks", journal = j-IEEE-TRANS-BIG-DATA, volume = "8", number = "5", pages = "1371--1386", month = oct, year = "2022", DOI = "https://doi.org/10.1109/TBDATA.2021.3050777", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Wed Nov 30 07:34:21 2022", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", } @Article{Shen:2022:KEM, author = "Ying Shen and Yilin Zhang and Kaiqi Yuan and Dagang Li and Haitao Zheng", title = "A Knowledge-Enhanced Multi-View Framework for Drug-Target Interaction Prediction", journal = j-IEEE-TRANS-BIG-DATA, volume = "8", number = "5", pages = "1387--1398", month = oct, year = "2022", DOI = "https://doi.org/10.1109/TBDATA.2021.3051673", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Wed Nov 30 07:34:21 2022", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", } @Article{Derbeko:2022:EPP, author = "Philip Derbeko and Shlomi Dolev and Ehud Gudes and Jeffrey D. Ullman", title = "Efficient and Privacy Preserving Approximation of Distributed Statistical Queries", journal = j-IEEE-TRANS-BIG-DATA, volume = "8", number = "5", pages = "1399--1413", month = oct, year = "2022", DOI = "https://doi.org/10.1109/TBDATA.2021.3052516", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Wed Nov 30 07:34:21 2022", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", } @Article{Zhang:2022:RRC, author = "Yaying Zhang and Xinyuan Sui", title = "{RCIVMM}: a Route Choice-Based Interactive Voting Map Matching Approach for Complex Urban Road Networks", journal = j-IEEE-TRANS-BIG-DATA, volume = "8", number = "5", pages = "1414--1427", month = oct, year = "2022", DOI = "https://doi.org/10.1109/TBDATA.2021.3057095", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Wed Nov 30 07:34:21 2022", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", } @Article{Li:2022:SIA, author = "Angtai Li and Yu Chen and Zheng Yan and Xiaokang Zhou and Shohei Shimizu", title = "A Survey on Integrity Auditing for Data Storage in the Cloud: From Single Copy to Multiple Replicas", journal = j-IEEE-TRANS-BIG-DATA, volume = "8", number = "5", pages = "1428--1442", month = oct, year = "2022", DOI = "https://doi.org/10.1109/TBDATA.2020.3029209", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Wed Nov 30 07:34:21 2022", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", } @Article{Jazayeri:2022:FSM, author = "Ali Jazayeri and Christopher C. Yang", title = "Frequent Subgraph Mining Algorithms in Static and Temporal Graph-Transaction Settings: a Survey", journal = j-IEEE-TRANS-BIG-DATA, volume = "8", number = "6", pages = "1443--1462", month = dec, year = "2022", DOI = "https://doi.org/10.1109/TBDATA.2021.3072001", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Wed Nov 30 07:34:21 2022", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", } @Article{Fei:2022:OHD, author = "Zhe Fei and Yevgen Ryeznik and Oleksandr Sverdlov and Chee Wei Tan and Weng Kee Wong", title = "An Overview of Healthcare Data Analytics With Applications to the {COVID-19} Pandemic", journal = j-IEEE-TRANS-BIG-DATA, volume = "8", number = "6", pages = "1463--1480", month = dec, year = "2022", DOI = "https://doi.org/10.1109/TBDATA.2021.3103458", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Wed Nov 30 07:34:21 2022", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", } @Article{Zou:2022:LTO, author = "Xiexin Zou and Shiyao Zhang and Chenhan Zhang and James J. Q. Yu and Edward Chung", title = "Long-Term Origin-Destination Demand Prediction With Graph Deep Learning", journal = j-IEEE-TRANS-BIG-DATA, volume = "8", number = "6", pages = "1481--1495", month = dec, year = "2022", DOI = "https://doi.org/10.1109/TBDATA.2021.3063553", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Wed Nov 30 07:34:21 2022", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", } @Article{Zhao:2022:MNG, author = "Wan-Lei Zhao and Hui Wang and Peng-Cheng Lin and Chong-Wah Ngo", title = "On the Merge of {$k$-NN} Graph", journal = j-IEEE-TRANS-BIG-DATA, volume = "8", number = "6", pages = "1496--1510", month = dec, year = "2022", DOI = "https://doi.org/10.1109/TBDATA.2021.3101517", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Wed Nov 30 07:34:21 2022", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", } @Article{Zhang:2022:UCD, author = "Yanghua Zhang and Jice Wang and Hexiang Huang and Yuqing Zhang and Peng Liu", title = "Understanding and Conquering the Difficulties in Identifying Third-Party Libraries From Millions of {Android} Apps", journal = j-IEEE-TRANS-BIG-DATA, volume = "8", number = "6", pages = "1511--1523", month = dec, year = "2022", DOI = "https://doi.org/10.1109/TBDATA.2021.3093244", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Wed Nov 30 07:34:21 2022", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", } @Article{Chen:2022:HPS, author = "Jia Chen and Xin Luo and MengChu Zhou", title = "Hierarchical Particle Swarm Optimization-incorporated Latent Factor Analysis for Large-Scale Incomplete Matrices", journal = j-IEEE-TRANS-BIG-DATA, volume = "8", number = "6", pages = "1524--1536", month = dec, year = "2022", DOI = "https://doi.org/10.1109/TBDATA.2021.3090905", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Wed Nov 30 07:34:21 2022", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", } @Article{Lin:2022:MDT, author = "Longlong Lin and Pingpeng Yuan and Rong-Hua Li and Hai Jin", title = "Mining Diversified Top-$r$ Lasting Cohesive Subgraphs on Temporal Networks", journal = j-IEEE-TRANS-BIG-DATA, volume = "8", number = "6", pages = "1537--1549", month = dec, year = "2022", DOI = "https://doi.org/10.1109/TBDATA.2021.3058294", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Wed Nov 30 07:34:21 2022", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", } @Article{Chen:2022:STI, author = "Chao Chen and Qiang Liu and Xingchen Wang and Chengwu Liao and Daqing Zhang", title = "{semi-Traj2Graph} Identifying Fine-Grained Driving Style With {GPS} Trajectory Data via Multi-Task Learning", journal = j-IEEE-TRANS-BIG-DATA, volume = "8", number = "6", pages = "1550--1565", month = dec, year = "2022", DOI = "https://doi.org/10.1109/TBDATA.2021.3063048", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Wed Nov 30 07:34:21 2022", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", } @Article{Sun:2022:ETS, author = "Guodao Sun and Sujia Zhu and Qi Jiang and Wang Xia and Ronghua Liang", title = "{EvoSets}: Tracking the Sensitivity of Dimensionality Reduction Results Across Subspaces", journal = j-IEEE-TRANS-BIG-DATA, volume = "8", number = "6", pages = "1566--1579", month = dec, year = "2022", DOI = "https://doi.org/10.1109/TBDATA.2021.3079200", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Wed Nov 30 07:34:21 2022", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", } @Article{Li:2022:TPM, author = "He Li and Jianbin Huang and Hang Yuan and Jiangtao Cui and Xiaoke Ma and Shaojie Qiao and Xindong Wu", title = "A Two-Phase Method to Balance the Result of Distributed Graph Repartitioning", journal = j-IEEE-TRANS-BIG-DATA, volume = "8", number = "6", pages = "1580--1591", month = dec, year = "2022", DOI = "https://doi.org/10.1109/TBDATA.2021.3070194", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Wed Nov 30 07:34:21 2022", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", } @Article{Yang:2022:TEL, author = "Shuai Yang and Hao Wang and Kui Yu and Fuyuan Cao and Xindong Wu", title = "Towards Efficient Local Causal Structure Learning", journal = j-IEEE-TRANS-BIG-DATA, volume = "8", number = "6", pages = "1592--1609", month = dec, year = "2022", DOI = "https://doi.org/10.1109/TBDATA.2021.3062937", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Wed Nov 30 07:34:21 2022", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", } @Article{Raghavan:2022:GTA, author = "Krishnan Raghavan and Sarangapani Jagannathan and V. A. Samaranayake", title = "A Game Theoretic Approach for Addressing Domain-Shift in Big-Data", journal = j-IEEE-TRANS-BIG-DATA, volume = "8", number = "6", pages = "1610--1621", month = dec, year = "2022", DOI = "https://doi.org/10.1109/TBDATA.2021.3077832", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Wed Nov 30 07:34:21 2022", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", } @Article{Hamandawana:2022:AMD, author = "Prince Hamandawana and Awais Khan and Jongik Kim and Tae-Sun Chung", title = "Accelerating {ML\slash DL} Applications With Hierarchical Caching on Deduplication Storage Clusters", journal = j-IEEE-TRANS-BIG-DATA, volume = "8", number = "6", pages = "1622--1636", month = dec, year = "2022", DOI = "https://doi.org/10.1109/TBDATA.2021.3106345", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Wed Nov 30 07:34:21 2022", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", } @Article{Zhang:2022:MBD, author = "Yang Zhang and Hanqi Guo and Lanyu Shang and Dong Wang and Tom Peterka", title = "A Multi-Branch Decoder Network Approach to Adaptive Temporal Data Selection and Reconstruction for Big Scientific Simulation Data", journal = j-IEEE-TRANS-BIG-DATA, volume = "8", number = "6", pages = "1637--1649", month = dec, year = "2022", DOI = "https://doi.org/10.1109/TBDATA.2021.3092174", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Wed Nov 30 07:34:21 2022", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", } @Article{Chang:2022:MRD, author = "Shih Yu Chang and Hsiao-Chun Wu", title = "Multi-Relational Data Characterization by Tensors: Tensor Inversion", journal = j-IEEE-TRANS-BIG-DATA, volume = "8", number = "6", pages = "1650--1663", month = dec, year = "2022", DOI = "https://doi.org/10.1109/TBDATA.2021.3079265", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Wed Nov 30 07:34:21 2022", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", } @Article{Wong:2022:DTC, author = "Hok Shing Wong and Li Wang and Raymond Chan and Tieyong Zeng", title = "Deep Tensor {CCA} for Multi-View Learning", journal = j-IEEE-TRANS-BIG-DATA, volume = "8", number = "6", pages = "1664--1677", month = dec, year = "2022", DOI = "https://doi.org/10.1109/TBDATA.2021.3079234", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Wed Nov 30 07:34:21 2022", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", } @Article{Mohan:2022:TCM, author = "Ram Mohan and Santanu Chaudhury and Brejesh Lall", title = "Temporal Causal Modelling on Large Volume Enterprise Data", journal = j-IEEE-TRANS-BIG-DATA, volume = "8", number = "6", pages = "1678--1689", month = dec, year = "2022", DOI = "https://doi.org/10.1109/TBDATA.2021.3053879", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Wed Nov 30 07:34:21 2022", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", } @Article{Zhang:2022:HGA, author = "Yiding Zhang and Xiao Wang and Chuan Shi and Xunqiang Jiang and Yanfang Ye", title = "Hyperbolic Graph Attention Network", journal = j-IEEE-TRANS-BIG-DATA, volume = "8", number = "6", pages = "1690--1701", month = dec, year = "2022", DOI = "https://doi.org/10.1109/TBDATA.2021.3081431", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Wed Nov 30 07:34:21 2022", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", } @Article{Zhang:2022:SES, author = "Songnian Zhang and Suprio Ray and Rongxing Lu", title = "{SOREL}: Efficient and Secure {ORE}-Based Range Query Over Outsourced Data", journal = j-IEEE-TRANS-BIG-DATA, volume = "8", number = "6", pages = "1702--1715", month = dec, year = "2022", DOI = "https://doi.org/10.1109/TBDATA.2021.3089986", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Wed Nov 30 07:34:21 2022", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", } @Article{Cheng:2022:MRE, author = "Harry Cheng and Lizi Liao and Linmei Hu and Liqiang Nie", title = "Multi-Relation Extraction via A Global-Local Graph Convolutional Network", journal = j-IEEE-TRANS-BIG-DATA, volume = "8", number = "6", pages = "1716--1728", month = dec, year = "2022", DOI = "https://doi.org/10.1109/TBDATA.2022.3144151", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Wed Nov 30 07:34:21 2022", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", } @Article{Pal:2023:SMD, author = "Amitangshu Pal and Junbo Wang and Yilang Wu and Krishna Kant and Zhi Liu and Kento Sato", title = "Social Media Driven Big Data Analysis for Disaster Situation Awareness: a Tutorial", journal = j-IEEE-TRANS-BIG-DATA, volume = "9", number = "1", pages = "1--21", month = feb, year = "2023", DOI = "https://doi.org/10.1109/TBDATA.2022.3158431", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Tue Feb 14 10:10:22 2023", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", } @Article{Liu:2023:HRL, author = "Tong Liu and Jinzhen Wang and Qing Liu and Shakeel Alibhai and Tao Lu and Xubin He", title = "High-Ratio Lossy Compression: Exploring the Autoencoder to Compress Scientific Data", journal = j-IEEE-TRANS-BIG-DATA, volume = "9", number = "1", pages = "22--36", month = feb, year = "2023", DOI = "https://doi.org/10.1109/TBDATA.2021.3066151", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Tue Feb 14 10:10:22 2023", bibsource = "https://www.math.utah.edu/pub/tex/bib/datacompression.bib; https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", } @Article{Qiao:2023:MQC, author = "Lianpeng Qiao and Rong-Hua Li and Zhiwei Zhang and Ye Yuan and Guoren Wang and Hongchao Qin", title = "Maximal Quasi-Cliques Mining in Uncertain Graphs", journal = j-IEEE-TRANS-BIG-DATA, volume = "9", number = "1", pages = "37--50", month = feb, year = "2023", DOI = "https://doi.org/10.1109/TBDATA.2021.3093355", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Tue Feb 14 10:10:22 2023", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", } @Article{Farokhi:2023:NPD, author = "Farhad Farokhi", title = "Noiseless Privacy: Definition, Guarantees, and Applications", journal = j-IEEE-TRANS-BIG-DATA, volume = "9", number = "1", pages = "51--62", month = feb, year = "2023", DOI = "https://doi.org/10.1109/TBDATA.2021.3104021", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Tue Feb 14 10:10:22 2023", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", } @Article{Sun:2023:HLM, author = "Gan Sun and Yang Cong and Changjun Gu and Xu Tang and Zhengming Ding and Haibin Yu", title = "Hierarchical Lifelong Machine Learning With {``Watchdog''}", journal = j-IEEE-TRANS-BIG-DATA, volume = "9", number = "1", pages = "63--74", month = feb, year = "2023", DOI = "https://doi.org/10.1109/TBDATA.2021.3110862", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Tue Feb 14 10:10:22 2023", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", } @Article{Chen:2023:HRG, author = "Ziheng Chen and Tianyang Xu and Xiao-Jun Wu and Rui Wang and Josef Kittler", title = "Hybrid {Riemannian} Graph-Embedding Metric Learning for Image Set Classification", journal = j-IEEE-TRANS-BIG-DATA, volume = "9", number = "1", pages = "75--92", month = feb, year = "2023", DOI = "https://doi.org/10.1109/TBDATA.2021.3113084", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Tue Feb 14 10:10:22 2023", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", } @Article{Yu:2023:HRM, author = "Yangwen Yu and Victor O. K. Li and Jacqueline C. K. Lam", title = "Hierarchical Recovery of Missing Air Pollution Data via Improved Long-Short Term Context Encoder Network", journal = j-IEEE-TRANS-BIG-DATA, volume = "9", number = "1", pages = "93--105", month = feb, year = "2023", DOI = "https://doi.org/10.1109/TBDATA.2021.3123819", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Tue Feb 14 10:10:22 2023", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", } @Article{Cui:2023:VAM, author = "Wenqiang Cui and Girts Strazdins and Hao Wang", title = "Visual Analysis of Multidimensional Big Data: a Scalable Lightweight Bundling Method for Parallel Coordinates", journal = j-IEEE-TRANS-BIG-DATA, volume = "9", number = "1", pages = "106--117", month = feb, year = "2023", DOI = "https://doi.org/10.1109/TBDATA.2021.3123982", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Tue Feb 14 10:10:22 2023", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", } @Article{Zhang:2023:PUS, author = "Yupei Zhang and Rui An and Shuhui Liu and Jiaqi Cui and Xuequn Shang", title = "Predicting and Understanding Student Learning Performance Using Multi-Source Sparse Attention Convolutional Neural Networks", journal = j-IEEE-TRANS-BIG-DATA, volume = "9", number = "1", pages = "118--132", month = feb, year = "2023", DOI = "https://doi.org/10.1109/TBDATA.2021.3125204", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Tue Feb 14 10:10:22 2023", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", } @Article{Kou:2023:WWT, author = "Ziyi Kou and Daniel Zhang and Lanyu Shang and Dong Wang", title = "What and Why? {Towards} Duo Explainable Fauxtography Detection Under Constrained Supervision", journal = j-IEEE-TRANS-BIG-DATA, volume = "9", number = "1", pages = "133--146", month = feb, year = "2023", DOI = "https://doi.org/10.1109/TBDATA.2021.3130165", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Tue Feb 14 10:10:22 2023", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", } @Article{Ahmed:2023:SAT, author = "Hameeza Ahmed and Muhammad Ali Ismail", title = "A Structured Approach Towards Big Data Identification", journal = j-IEEE-TRANS-BIG-DATA, volume = "9", number = "1", pages = "147--159", month = feb, year = "2023", DOI = "https://doi.org/10.1109/TBDATA.2021.3139069", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Tue Feb 14 10:10:22 2023", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", } @Article{Zhou:2023:LMF, author = "Hao Zhou and Geng Yang and Yang Xiang and Yunlu Bai and Weiya Wang", title = "A Lightweight Matrix Factorization for Recommendation With Local Differential Privacy in Big Data", journal = j-IEEE-TRANS-BIG-DATA, volume = "9", number = "1", pages = "160--173", month = feb, year = "2023", DOI = "https://doi.org/10.1109/TBDATA.2021.3139125", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Tue Feb 14 10:10:22 2023", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", } @Article{Wang:2023:PEO, author = "Chao Wang and Shuo Wang and Xiaoman Cheng and Yunhua He and Ke Xiao and Shujia Fan", title = "A Privacy and Efficiency-Oriented Data Sharing Mechanism for {IoTs}", journal = j-IEEE-TRANS-BIG-DATA, volume = "9", number = "1", pages = "174--185", month = feb, year = "2023", DOI = "https://doi.org/10.1109/TBDATA.2022.3148181", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Tue Feb 14 10:10:22 2023", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", } @Article{Qiao:2023:RTT, author = "Ziyue Qiao and Yanjie Fu and Pengyang Wang and Meng Xiao and Zhiyuan Ning and Denghui Zhang and Yi Du and Yuanchun Zhou", title = "{RPT}: Toward Transferable Model on Heterogeneous Researcher Data via Pre-Training", journal = j-IEEE-TRANS-BIG-DATA, volume = "9", number = "1", pages = "186--199", month = feb, year = "2023", DOI = "https://doi.org/10.1109/TBDATA.2022.3152386", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Tue Feb 14 10:10:22 2023", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", } @Article{Yuan:2023:SST, author = "Ye Yuan and Yong Zhang and Boyue Wang and Yuan Peng and Yongli Hu and Baocai Yin", title = "{STGAN}: Spatio-Temporal Generative Adversarial Network for Traffic Data Imputation", journal = j-IEEE-TRANS-BIG-DATA, volume = "9", number = "1", pages = "200--211", month = feb, year = "2023", DOI = "https://doi.org/10.1109/TBDATA.2022.3154097", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Tue Feb 14 10:10:22 2023", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", } @Article{Wang:2023:EMD, author = "Zhu Wang and Zilong Wang and Xiaona Li and Zhiwen Yu and Bin Guo and Liming Chen and Xingshe Zhou", title = "Exploring Multi-Dimension User-Item Interactions With Attentional Knowledge Graph Neural Networks for Recommendation", journal = j-IEEE-TRANS-BIG-DATA, volume = "9", number = "1", pages = "212--226", month = feb, year = "2023", DOI = "https://doi.org/10.1109/TBDATA.2022.3154778", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Tue Feb 14 10:10:22 2023", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", } @Article{Li:2023:MBL, author = "Wenjing Li and Haoran Zhang and Jinyu Chen and Peiran Li and Yuhao Yao and Xiaodan Shi and Mariko Shibasaki and Hill Hiroki Kobayashi and Xuan Song and Ryosuke Shibasaki", title = "Metagraph-Based Life Pattern Clustering With Big Human Mobility Data", journal = j-IEEE-TRANS-BIG-DATA, volume = "9", number = "1", pages = "227--240", month = feb, year = "2023", DOI = "https://doi.org/10.1109/TBDATA.2022.3155752", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Tue Feb 14 10:10:22 2023", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", } @Article{Zheng:2023:DDS, author = "Qi Zheng and Yaying Zhang", title = "{DSTAGCN}: Dynamic Spatial-Temporal Adjacent Graph Convolutional Network for Traffic Forecasting", journal = j-IEEE-TRANS-BIG-DATA, volume = "9", number = "1", pages = "241--253", month = feb, year = "2023", DOI = "https://doi.org/10.1109/TBDATA.2022.3156366", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Tue Feb 14 10:10:22 2023", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", } @Article{Xiao:2023:SSG, author = "Shunxin Xiao and Shiping Wang and Wenzhong Guo", title = "{SGAE}: Stacked Graph Autoencoder for Deep Clustering", journal = j-IEEE-TRANS-BIG-DATA, volume = "9", number = "1", pages = "254--266", month = feb, year = "2023", DOI = "https://doi.org/10.1109/TBDATA.2022.3160477", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Tue Feb 14 10:10:22 2023", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", } @Article{Groh:2023:GGB, author = "Fabian Groh and Lukas Ruppert and Patrick Wieschollek and Hendrik P. A. Lensch", title = "{GGNN}: Graph-Based {GPU} Nearest Neighbor Search", journal = j-IEEE-TRANS-BIG-DATA, volume = "9", number = "1", pages = "267--279", month = feb, year = "2023", DOI = "https://doi.org/10.1109/TBDATA.2022.3161156", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Tue Feb 14 10:10:22 2023", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", } @Article{Yao:2023:MVM, author = "Zijun Yao and Deguang Kong and Miao Lu and Xiao Bai and Jian Yang and Hui Xiong", title = "Multi-View Multi-Task Campaign Embedding for Cold-Start Conversion Rate Forecasting", journal = j-IEEE-TRANS-BIG-DATA, volume = "9", number = "1", pages = "280--293", month = feb, year = "2023", DOI = "https://doi.org/10.1109/TBDATA.2022.3162150", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Tue Feb 14 10:10:22 2023", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", } @Article{Yang:2023:ADC, author = "Chen Yang and Zhihui Du and Xiaofeng Meng and Xukang Zhang and Xinli Hao and David A. Bader", title = "Anomaly Detection in Catalog Streams", journal = j-IEEE-TRANS-BIG-DATA, volume = "9", number = "1", pages = "294--311", month = feb, year = "2023", DOI = "https://doi.org/10.1109/TBDATA.2022.3161925", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Tue Feb 14 10:10:22 2023", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", } @Article{Nie:2023:SDM, author = "Xiushan Nie and Xingbo Liu and Jie Guo and Letian Wang and Yilong Yin", title = "Supervised Discrete Multiple-Length Hashing for Image Retrieval", journal = j-IEEE-TRANS-BIG-DATA, volume = "9", number = "1", pages = "312--327", month = feb, year = "2023", DOI = "https://doi.org/10.1109/TBDATA.2022.3161905", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Tue Feb 14 10:10:22 2023", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", } @Article{Wang:2023:GDL, author = "Dexian Wang and Tianrui Li and Ping Deng and Jia Liu and Wei Huang and Fan Zhang", title = "A Generalized Deep Learning Algorithm Based on {NMF} for Multi-View Clustering", journal = j-IEEE-TRANS-BIG-DATA, volume = "9", number = "1", pages = "328--340", month = feb, year = "2023", DOI = "https://doi.org/10.1109/TBDATA.2022.3163584", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Tue Feb 14 10:10:22 2023", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", } @Article{Li:2023:DSD, author = "Peipei Li and Yingying Liu and Yang Hu and Yuhong Zhang and Xuegang Hu and Kui Yu", title = "A Drift-Sensitive Distributed {LSTM} Method for Short Text Stream Classification", journal = j-IEEE-TRANS-BIG-DATA, volume = "9", number = "1", pages = "341--357", month = feb, year = "2023", DOI = "https://doi.org/10.1109/TBDATA.2022.3164239", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Tue Feb 14 10:10:22 2023", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", } @Article{Fang:2023:HRE, author = "Peng Fang and Fang Wang and Zhan Shi and Hong Jiang and Dan Feng and Xianghao Xu and Wei Yin", title = "How to Realize Efficient and Scalable Graph Embeddings via an Entropy-Driven Mechanism", journal = j-IEEE-TRANS-BIG-DATA, volume = "9", number = "1", pages = "358--371", month = feb, year = "2023", DOI = "https://doi.org/10.1109/TBDATA.2022.3164575", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Tue Feb 14 10:10:22 2023", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", } @Article{Servetnyk:2023:DDA, author = "Mykola Servetnyk and Carrson C. Fung", title = "Distributed Dual Averaging Based Data Clustering", journal = j-IEEE-TRANS-BIG-DATA, volume = "9", number = "1", pages = "372--379", month = feb, year = "2023", DOI = "https://doi.org/10.1109/TBDATA.2022.3146169", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Tue Feb 14 10:10:22 2023", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", } @Article{Chang:2023:REU, author = "Heng Chang and Jun Guo and Wenwu Zhu", title = "Rethinking Embedded Unsupervised Feature Selection: a Simple Joint Approach", journal = j-IEEE-TRANS-BIG-DATA, volume = "9", number = "1", pages = "380--387", month = feb, year = "2023", DOI = "https://doi.org/10.1109/TBDATA.2022.3178715", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Tue Feb 14 10:10:22 2023", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", } @Article{Azam:2023:DPT, author = "Naila Azam and Lito Michala and Shuja Ansari and Nguyen Binh Truong", title = "Data Privacy Threat Modelling for Autonomous Systems: a Survey From the {GDPR}'s Perspective", journal = j-IEEE-TRANS-BIG-DATA, volume = "9", number = "2", pages = "388--414", month = apr, year = "2023", DOI = "https://doi.org/10.1109/TBDATA.2022.3227336", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Wed May 17 12:24:42 2023", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", } @Article{Wang:2023:SHG, author = "Xiao Wang and Deyu Bo and Chuan Shi and Shaohua Fan and Yanfang Ye and Philip S. Yu", title = "A Survey on Heterogeneous Graph Embedding: Methods, Techniques, Applications and Sources", journal = j-IEEE-TRANS-BIG-DATA, volume = "9", number = "2", pages = "415--436", month = apr, year = "2023", DOI = "https://doi.org/10.1109/TBDATA.2022.3177455", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Wed May 17 12:24:42 2023", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", } @Article{Jiang:2023:TES, author = "Zhifeng Jiang and Wei Wang and Bo Li and Qiang Yang", title = "Towards Efficient Synchronous Federated Training: a Survey on System Optimization Strategies", journal = j-IEEE-TRANS-BIG-DATA, volume = "9", number = "2", pages = "437--454", month = apr, year = "2023", DOI = "https://doi.org/10.1109/TBDATA.2022.3177222", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Wed May 17 12:24:42 2023", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", } @Article{Sun:2023:NED, author = "Xin Sun and Zenghui Song and Yongbo Yu and Junyu Dong and Claudia Plant and Christian B{\"o}hm", title = "Network Embedding via Deep Prediction Model", journal = j-IEEE-TRANS-BIG-DATA, volume = "9", number = "2", pages = "455--470", month = apr, year = "2023", DOI = "https://doi.org/10.1109/TBDATA.2022.3194643", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Wed May 17 12:24:42 2023", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", } @Article{Zhang:2023:PLD, author = "Pengfei Zhang and Xiang Cheng and Sen Su and Binyuan Zhu", title = "{PrivTDSI}: a Local Differentially Private Approach for Truth Discovery via Sampling and Inference", journal = j-IEEE-TRANS-BIG-DATA, volume = "9", number = "2", pages = "471--484", month = apr, year = "2023", DOI = "https://doi.org/10.1109/TBDATA.2022.3186175", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Wed May 17 12:24:42 2023", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", } @Article{Liang:2023:SMF, author = "Xin Liang and Kai Zhao and Sheng Di and Sihuan Li and Robert Underwood and Ali M. Gok and Jiannan Tian and Junjing Deng and Jon C. Calhoun and Dingwen Tao and Zizhong Chen and Franck Cappello", title = "{SZ3}: a Modular Framework for Composing Prediction-Based Error-Bounded Lossy Compressors", journal = j-IEEE-TRANS-BIG-DATA, volume = "9", number = "2", pages = "485--498", month = apr, year = "2023", DOI = "https://doi.org/10.1109/TBDATA.2022.3201176", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Wed May 17 12:24:42 2023", bibsource = "https://www.math.utah.edu/pub/tex/bib/datacompression.bib; https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", } @Article{Chen:2023:IPK, author = "Xue Chen and Cheng Wang and Jipeng Cui and Qing Yang and Teng Hu and Changjun Jiang", title = "Incorporating Prior Knowledge in Local Differentially Private Data Collection for Frequency Estimation", journal = j-IEEE-TRANS-BIG-DATA, volume = "9", number = "2", pages = "499--511", month = apr, year = "2023", DOI = "https://doi.org/10.1109/TBDATA.2022.3190033", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Wed May 17 12:24:42 2023", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", } @Article{Zhang:2023:TTH, author = "Chunkai Zhang and Quanjian Dai and Zilin Du and Wensheng Gan and Jian Weng and Philip S. Yu", title = "{TUSQ}: Targeted High-Utility Sequence Querying", journal = j-IEEE-TRANS-BIG-DATA, volume = "9", number = "2", pages = "512--527", month = apr, year = "2023", DOI = "https://doi.org/10.1109/TBDATA.2022.3175428", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Wed May 17 12:24:42 2023", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", } @Article{Zhang:2023:SAG, author = "Yong Zhang and Xiulan Wei and Xinyu Zhang and Yongli Hu and Baocai Yin", title = "Self-Attention Graph Convolution Residual Network for Traffic Data Completion", journal = j-IEEE-TRANS-BIG-DATA, volume = "9", number = "2", pages = "528--541", month = apr, year = "2023", DOI = "https://doi.org/10.1109/TBDATA.2022.3181068", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Wed May 17 12:24:42 2023", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", } @Article{Xu:2023:MHI, author = "Kejie Xu and Peifang Deng and Hong Huang", title = "Mining Hierarchical Information of {CNNs} for Scene Classification of {VHR} Remote Sensing Images", journal = j-IEEE-TRANS-BIG-DATA, volume = "9", number = "2", pages = "542--554", month = apr, year = "2023", DOI = "https://doi.org/10.1109/TBDATA.2022.3196314", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Wed May 17 12:24:42 2023", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", } @Article{Ling:2023:CFS, author = "Zhaolong Ling and Bo Li and Yiwen Zhang and Qingren Wang and Kui Yu and Xindong Wu", title = "Causal Feature Selection With Efficient Spouses Discovery", journal = j-IEEE-TRANS-BIG-DATA, volume = "9", number = "2", pages = "555--568", month = apr, year = "2023", DOI = "https://doi.org/10.1109/TBDATA.2022.3178472", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Wed May 17 12:24:42 2023", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", } @Article{Guo:2023:CDB, author = "Kun Guo and Zhanhong Chen and Xu Lin and Ling Wu and Zhi-Hui Zhan and Yuzhong Chen and Wenzhong Guo", title = "Community Detection Based on Multiobjective Particle Swarm Optimization and Graph Attention Variational Autoencoder", journal = j-IEEE-TRANS-BIG-DATA, volume = "9", number = "2", pages = "569--583", month = apr, year = "2023", DOI = "https://doi.org/10.1109/TBDATA.2022.3164916", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Wed May 17 12:24:42 2023", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", } @Article{Chen:2023:MLB, author = "Yuanyi Chen and Peng Yu and Wenwang Chen and Zengwei Zheng and Minyi Guo", title = "Meta-Learning Based Classification for Moving Object Trajectories in Mobile {IoT}", journal = j-IEEE-TRANS-BIG-DATA, volume = "9", number = "2", pages = "584--596", month = apr, year = "2023", DOI = "https://doi.org/10.1109/TBDATA.2022.3195861", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Wed May 17 12:24:42 2023", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", } @Article{Yue:2023:AGA, author = "Guowei Yue and Rui Xiao and Zhongying Zhao and Chao Li", title = "{AF-GCN}: Attribute-Fusing Graph Convolution Network for Recommendation", journal = j-IEEE-TRANS-BIG-DATA, volume = "9", number = "2", pages = "597--607", month = apr, year = "2023", DOI = "https://doi.org/10.1109/TBDATA.2022.3192598", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Wed May 17 12:24:42 2023", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", } @Article{Gupta:2023:MST, author = "Vinayak Gupta and Srikanta Bedathur", title = "Modeling Spatial Trajectories Using Coarse-Grained Smartphone Logs", journal = j-IEEE-TRANS-BIG-DATA, volume = "9", number = "2", pages = "608--620", month = apr, year = "2023", DOI = "https://doi.org/10.1109/TBDATA.2022.3204759", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Wed May 17 12:24:42 2023", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", } @Article{Sun:2023:BVS, author = "Yujing Sun and Hao Xiong and Siu Ming Yiu and Kwok Yan Lam", title = "{BitAnalysis}: a Visualization System for {Bitcoin} Wallet Investigation", journal = j-IEEE-TRANS-BIG-DATA, volume = "9", number = "2", pages = "621--636", month = apr, year = "2023", DOI = "https://doi.org/10.1109/TBDATA.2022.3188660", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Wed May 17 12:24:42 2023", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", } @Article{Choi:2023:DSE, author = "Unho Choi and Kyungyong Lee", title = "Dense or Sparse : Elastic {SPMM} Implementation for Optimal Big-Data Processing", journal = j-IEEE-TRANS-BIG-DATA, volume = "9", number = "2", pages = "637--652", month = apr, year = "2023", DOI = "https://doi.org/10.1109/TBDATA.2022.3199197", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Wed May 17 12:24:42 2023", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", } @Article{Guo:2023:OEB, author = "Jianxiong Guo and Yapu Zhang and Weili Wu", title = "An Overall Evaluation on Benefits of Competitive Influence Diffusion", journal = j-IEEE-TRANS-BIG-DATA, volume = "9", number = "2", pages = "653--664", month = apr, year = "2023", DOI = "https://doi.org/10.1109/TBDATA.2021.3084468", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Wed May 17 12:24:42 2023", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", } @Article{Ge:2023:CDT, author = "Ningchao Ge and Zheng Qin and Peng Peng and Mingdao Li and Lei Zou and Keqin Li", title = "A Cost-Driven Top-{$K$} Queries Optimization Approach on Federated {RDF} Systems", journal = j-IEEE-TRANS-BIG-DATA, volume = "9", number = "2", pages = "665--676", month = apr, year = "2023", DOI = "https://doi.org/10.1109/TBDATA.2022.3156090", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Wed May 17 12:24:42 2023", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", } @Article{Zheng:2023:POC, author = "Zhigao Zheng and Xuanhua Shi and Hai Jin", title = "Parallel Overlapping Community Detection Algorithm on {GPU}", journal = j-IEEE-TRANS-BIG-DATA, volume = "9", number = "2", pages = "677--687", month = apr, year = "2023", DOI = "https://doi.org/10.1109/TBDATA.2022.3180360", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Wed May 17 12:24:42 2023", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", } @Article{Bi:2023:IRC, author = "Xiuli Bi and Jinwu Hu and Bin Xiao and Weisheng Li and Xinbo Gao", title = "{IEMask R-CNN}: Information-Enhanced Mask {R-CNN}", journal = j-IEEE-TRANS-BIG-DATA, volume = "9", number = "2", pages = "688--700", month = apr, year = "2023", DOI = "https://doi.org/10.1109/TBDATA.2022.3187413", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Wed May 17 12:24:42 2023", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", } @Article{Anwar:2023:TEC, author = "Tarique Anwar and Surya Nepal and Cecile Paris and Jian Yang and Jia Wu and Quan Z. Sheng", title = "Tracking the Evolution of Clusters in Social Media Streams", journal = j-IEEE-TRANS-BIG-DATA, volume = "9", number = "2", pages = "701--715", month = apr, year = "2023", DOI = "https://doi.org/10.1109/TBDATA.2022.3204207", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Wed May 17 12:24:42 2023", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", } @Article{Liu:2023:IHU, author = "Haobing Liu and Yanmin Zhu and Chunyang Wang and Jianyu Ding and Jiadi Yu and Feilong Tang", title = "Incorporating Heterogeneous User Behaviors and Social Influences for Predictive Analysis", journal = j-IEEE-TRANS-BIG-DATA, volume = "9", number = "2", pages = "716--732", month = apr, year = "2023", DOI = "https://doi.org/10.1109/TBDATA.2022.3193028", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Wed May 17 12:24:42 2023", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", } @Article{Zhang:2023:ELS, author = "Songnian Zhang and Suprio Ray and Rongxing Lu and Yandong Zheng", title = "Efficient Learned Spatial Index With Interpolation Function Based Learned Model", journal = j-IEEE-TRANS-BIG-DATA, volume = "9", number = "2", pages = "733--745", month = apr, year = "2023", DOI = "https://doi.org/10.1109/TBDATA.2022.3186857", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Wed May 17 12:24:42 2023", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", } @Article{Wang:2023:WBA, author = "Shiqi Wang and Chongming Gao and Min Gao and Junliang Yu and Zongwei Wang and Hongzhi Yin", title = "Who are the Best Adopters? {User} Selection Model for Free Trial Item Promotion", journal = j-IEEE-TRANS-BIG-DATA, volume = "9", number = "2", pages = "746--757", month = apr, year = "2023", DOI = "https://doi.org/10.1109/TBDATA.2022.3205334", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Wed May 17 12:24:42 2023", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", } @Article{Wang:2023:LFP, author = "Cheng Wang and Hangyu Zhu and Ruixin Hu and Rui Li and Changjun Jiang", title = "{LongArms}: Fraud Prediction in Online Lending Services Using Sparse Knowledge Graph", journal = j-IEEE-TRANS-BIG-DATA, volume = "9", number = "2", pages = "758--772", month = apr, year = "2023", DOI = "https://doi.org/10.1109/TBDATA.2022.3172060", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Wed May 17 12:24:42 2023", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", } @Article{Tamburri:2023:BDS, author = "Damian A. Tamburri and Vincent R. van Mierlo and Willem-Jan van den Heuvel", title = "Big Data for the Social Good: The Drought Early-Warning Experience Report", journal = j-IEEE-TRANS-BIG-DATA, volume = "9", number = "3", pages = "773--791", month = jun, year = "2023", DOI = "https://doi.org/10.1109/TBDATA.2022.3191749", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Wed May 17 12:24:42 2023", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", } @Article{Huang:2023:FCD, author = "Wei Huang and Jia Liu and Tianrui Li and Shenggong Ji and Dexian Wang and Tianqiang Huang", title = "{FedCKE}: Cross-Domain Knowledge Graph Embedding in Federated Learning", journal = j-IEEE-TRANS-BIG-DATA, volume = "9", number = "3", pages = "792--804", month = jun, year = "2023", DOI = "https://doi.org/10.1109/TBDATA.2022.3205705", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Wed May 17 12:24:42 2023", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", } @Article{Xu:2023:ESP, author = "Chang Xu and Ruijuan Wang and Liehuang Zhu and Chuan Zhang and Rongxing Lu and Kashif Sharif", title = "Efficient Strong Privacy-Preserving Conjunctive Keyword Search Over Encrypted Cloud Data", journal = j-IEEE-TRANS-BIG-DATA, volume = "9", number = "3", pages = "805--817", month = jun, year = "2023", DOI = "https://doi.org/10.1109/TBDATA.2022.3205668", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Wed May 17 12:24:42 2023", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", } @Article{DeCapitanidiVimercati:2023:SDD, author = "Sabrina {De Capitani di Vimercati} and Dario Facchinetti and Sara Foresti and Giovanni Livraga and Gianluca Oldani and Stefano Paraboschi and Matthew Rossi and Pierangela Samarati", title = "Scalable Distributed Data Anonymization for Large Datasets", journal = j-IEEE-TRANS-BIG-DATA, volume = "9", number = "3", pages = "818--831", month = jun, year = "2023", DOI = "https://doi.org/10.1109/TBDATA.2022.3207521", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Wed May 17 12:24:42 2023", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", } @Article{Wang:2023:OPR, author = "Dongjie Wang and Kunpeng Liu and Hui Xiong and Yanjie Fu", title = "Online {POI} Recommendation: Learning Dynamic Geo-Human Interactions in Streams", journal = j-IEEE-TRANS-BIG-DATA, volume = "9", number = "3", pages = "832--844", month = jun, year = "2023", DOI = "https://doi.org/10.1109/TBDATA.2022.3215134", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Wed May 17 12:24:42 2023", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", } @Article{Xu:2023:NDF, author = "Weihua Xu and Yanzhou Pan and Xiuwei Chen and Weiping Ding and Yuhua Qian", title = "A Novel Dynamic Fusion Approach Using Information Entropy for Interval-Valued Ordered Datasets", journal = j-IEEE-TRANS-BIG-DATA, volume = "9", number = "3", pages = "845--859", month = jun, year = "2023", DOI = "https://doi.org/10.1109/TBDATA.2022.3215494", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Wed May 17 12:24:42 2023", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", } @Article{Zhang:2023:TAU, author = "Pengfei Zhang and Xiang Cheng and Sen Su and Ning Wang", title = "Task Allocation Under Geo-Indistinguishability via Group-Based Noise Addition", journal = j-IEEE-TRANS-BIG-DATA, volume = "9", number = "3", pages = "860--877", month = jun, year = "2023", DOI = "https://doi.org/10.1109/TBDATA.2022.3215467", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Wed May 17 12:24:42 2023", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", } @Article{Gao:2023:DDG, author = "Shuai Gao and Zhongbao Zhang and Sen Su", title = "{DAWN}: Domain Generalization Based Network Alignment", journal = j-IEEE-TRANS-BIG-DATA, volume = "9", number = "3", pages = "878--888", month = jun, year = "2023", DOI = "https://doi.org/10.1109/TBDATA.2022.3218128", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Wed May 17 12:24:42 2023", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", } @Article{Chen:2023:MHE, author = "Minzhi Chen and Chunlin He and Xin Luo", title = "{MNL}: a Highly-Efficient Model for Large-scale Dynamic Weighted Directed Network Representation", journal = j-IEEE-TRANS-BIG-DATA, volume = "9", number = "3", pages = "889--903", month = jun, year = "2023", DOI = "https://doi.org/10.1109/TBDATA.2022.3218064", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Wed May 17 12:24:42 2023", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", } @Article{Qiu:2023:CSC, author = "Yu-Xuan Qiu and Dong Wen and Rong-Hua Li and Lu Qin and Michael Yu and Xuemin Lin", title = "Computing Significant Cliques in Large Labeled Networks", journal = j-IEEE-TRANS-BIG-DATA, volume = "9", number = "3", pages = "904--917", month = jun, year = "2023", DOI = "https://doi.org/10.1109/TBDATA.2022.3223644", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Wed May 17 12:24:42 2023", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", } @Article{Li:2023:OKS, author = "Mingdao Li and Peng Peng and Zhen Tian and Zheng Qin and Zheng Huang and Yi Liu", title = "Optimizing Keyword Search Over Federated {RDF} Systems", journal = j-IEEE-TRANS-BIG-DATA, volume = "9", number = "3", pages = "918--935", month = jun, year = "2023", DOI = "https://doi.org/10.1109/TBDATA.2022.3224749", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Wed May 17 12:24:42 2023", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", } @Article{Zhang:2023:LIF, author = "Yushu Zhang and Zhibin Fu and Shuren Qi and Mingfu Xue and Zhongyun Hua and Yong Xiang", title = "Localization of Inpainting Forgery With Feature Enhancement Network", journal = j-IEEE-TRANS-BIG-DATA, volume = "9", number = "3", pages = "936--948", month = jun, year = "2023", DOI = "https://doi.org/10.1109/TBDATA.2022.3225194", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Wed May 17 12:24:42 2023", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", } @Article{Luo:2023:DDA, author = "Huizhang Luo and Junqi Wang and Zhenlu Qin and Dan Huang and Qing Liu and Mengchu Zhou and Hong Jiang", title = "A Data-driven Approach to Harvesting Latent Reduced Models to Precondition Lossy Compression for Scientific Data", journal = j-IEEE-TRANS-BIG-DATA, volume = "9", number = "3", pages = "949--963", month = jun, year = "2023", DOI = "https://doi.org/10.1109/TBDATA.2022.3225959", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Wed May 17 12:24:42 2023", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", } @Article{Jiang:2023:PBB, author = "Wenbo Jiang and Hongwei Li and Guowen Xu and Tianwei Zhang and Rongxing Lu", title = "Physical Black-Box Adversarial Attacks Through Transformations", journal = j-IEEE-TRANS-BIG-DATA, volume = "9", number = "3", pages = "964--974", month = jun, year = "2023", DOI = "https://doi.org/10.1109/TBDATA.2022.3227318", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Wed May 17 12:24:42 2023", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", } @Article{Mavroudopoulos:2023:SSI, author = "Ioannis Mavroudopoulos and Anastasios Gounaris", title = "{SIESTA}: a Scalable Infrastructure of Sequential Pattern Analysis", journal = j-IEEE-TRANS-BIG-DATA, volume = "9", number = "3", pages = "975--990", month = jun, year = "2023", DOI = "https://doi.org/10.1109/TBDATA.2022.3229092", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Wed May 17 12:24:42 2023", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", } @Article{Zheng:2023:MOM, author = "Furong Zheng and Juanjuan Zhao and Jiexia Ye and Xitong Gao and Kejiang Ye and Chengzhong Xu", title = "Metro {OD} Matrix Prediction Based on Multi-View Passenger Flow Evolution Trend Modeling", journal = j-IEEE-TRANS-BIG-DATA, volume = "9", number = "3", pages = "991--1003", month = jun, year = "2023", DOI = "https://doi.org/10.1109/TBDATA.2022.3229836", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Wed May 17 12:24:42 2023", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", } @Article{Yang:2023:BDF, author = "Jia-Quan Yang and Qi-Te Yang and Ke-Jing Du and Chun-Hua Chen and Hua Wang and Sang-Woon Jeon and Jun Zhang and Zhi-Hui Zhan", title = "Bi-Directional Feature Fixation-Based Particle Swarm Optimization for Large-Scale Feature Selection", journal = j-IEEE-TRANS-BIG-DATA, volume = "9", number = "3", pages = "1004--1017", month = jun, year = "2023", DOI = "https://doi.org/10.1109/TBDATA.2022.3232761", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Wed May 17 12:24:42 2023", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", } @Article{Sun:2023:AMO, author = "Guodao Sun and Zihao Zhu and Gefei Zhang and Chaoqing Xu and Yunchao Wang and Sujia Zhu and Baofeng Chang and Ronghua Liang", title = "Application of Mathematical Optimization in Data Visualization and Visual Analytics: a Survey", journal = j-IEEE-TRANS-BIG-DATA, volume = "9", number = "4", pages = "1018--1037", month = aug, year = "2023", DOI = "https://doi.org/10.1109/TBDATA.2023.3262151", ISSN = "2332-7790", bibdate = "Thu Sep 14 05:49:04 2023", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", } @Article{Zhang:2023:SDP, author = "Mengxiao Zhang and Fernando Beltr{\'a}n and Jiamou Liu", title = "A Survey of Data Pricing for Data Marketplaces", journal = j-IEEE-TRANS-BIG-DATA, volume = "9", number = "4", pages = "1038--1056", month = aug, year = "2023", DOI = "https://doi.org/10.1109/TBDATA.2023.3254152", ISSN = "2332-7790", bibdate = "Thu Sep 14 05:49:04 2023", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", } @Article{Feng:2023:SAD, author = "Yujie Feng and Jiangtao Wang and Yasha Wang and Xu Chu", title = "Spatial-Attention and Demographic-Augmented Generative Adversarial Imputation Network for Population Health Data Reconstruction", journal = j-IEEE-TRANS-BIG-DATA, volume = "9", number = "4", pages = "1057--1070", month = aug, year = "2023", DOI = "https://doi.org/10.1109/TBDATA.2022.3227089", ISSN = "2332-7790", bibdate = "Thu Sep 14 05:49:04 2023", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", } @Article{Gyeera:2023:RAP, author = "Thomas Weripuo Gyeera and Anthony J. H. Simons and Mike Stannett", title = "Regression Analysis of Predictions and Forecasts of Cloud Data Center {KPIs} Using the Boosted Decision Tree Algorithm", journal = j-IEEE-TRANS-BIG-DATA, volume = "9", number = "4", pages = "1071--1085", month = aug, year = "2023", DOI = "https://doi.org/10.1109/TBDATA.2022.3230649", ISSN = "2332-7790", bibdate = "Thu Sep 14 05:49:04 2023", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", } @Article{Li:2023:CES, author = "Hongjian Li and Jianglin Xia and Wei Luo and Hai Fang", title = "Cost-Efficient Scheduling of Streaming Applications in {Apache Flink} on Cloud", journal = j-IEEE-TRANS-BIG-DATA, volume = "9", number = "4", pages = "1086--1101", month = aug, year = "2023", DOI = "https://doi.org/10.1109/TBDATA.2022.3233031", ISSN = "2332-7790", bibdate = "Thu Sep 14 05:49:04 2023", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", } @Article{Tian:2023:DIH, author = "Xing Tian and Wing W. Y. Ng and Huihui Xu", title = "Deep Incremental Hashing for Semantic Image Retrieval With Concept Drift", journal = j-IEEE-TRANS-BIG-DATA, volume = "9", number = "4", pages = "1102--1115", month = aug, year = "2023", DOI = "https://doi.org/10.1109/TBDATA.2022.3233457", ISSN = "2332-7790", bibdate = "Thu Sep 14 05:49:04 2023", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", } @Article{Li:2023:LGL, author = "Pengbo Li and Hang Yu and Xiangfeng Luo and Jia Wu", title = "{LGM-GNN}: a Local and Global Aware Memory-Based Graph Neural Network for Fraud Detection", journal = j-IEEE-TRANS-BIG-DATA, volume = "9", number = "4", pages = "1116--1127", month = aug, year = "2023", DOI = "https://doi.org/10.1109/TBDATA.2023.3234529", ISSN = "2332-7790", bibdate = "Thu Sep 14 05:49:04 2023", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", } @Article{Liu:2023:USM, author = "Yimin Liu and Xiangyang Luo and Zhiyuan Tao and Meng Zhang and Shaoyong Du", title = "{UGCC}: Social Media User Geolocation via Cyclic Coupling", journal = j-IEEE-TRANS-BIG-DATA, volume = "9", number = "4", pages = "1128--1141", month = aug, year = "2023", DOI = "https://doi.org/10.1109/TBDATA.2023.3242961", ISSN = "2332-7790", bibdate = "Thu Sep 14 05:49:04 2023", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", } @Article{Mahmud:2023:ACE, author = "Mohammad Sultan Mahmud and Joshua Zhexue Huang and Rukhsana Ruby and Alladoumbaye Ngueilbaye and Kaishun Wu", title = "Approximate Clustering Ensemble Method for {Big Data}", journal = j-IEEE-TRANS-BIG-DATA, volume = "9", number = "4", pages = "1142--1155", month = aug, year = "2023", DOI = "https://doi.org/10.1109/TBDATA.2023.3255003", ISSN = "2332-7790", bibdate = "Thu Sep 14 05:49:04 2023", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", } @Article{Xu:2023:DUG, author = "Chenchu Xu and Yuan Yang and Zhiqiang Xia and Boyan Wang and Dong Zhang and Yanping Zhang and Shu Zhao", title = "Dual Uncertainty-Guided Mixing Consistency for Semi-Supervised {3D} Medical Image Segmentation", journal = j-IEEE-TRANS-BIG-DATA, volume = "9", number = "4", pages = "1156--1170", month = aug, year = "2023", DOI = "https://doi.org/10.1109/TBDATA.2023.3258643", ISSN = "2332-7790", bibdate = "Thu Sep 14 05:49:04 2023", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", } @Article{Hao:2023:ESD, author = "Kun Hao and Junchang Xin and Zhiqiong Wang and Zhongming Yao and Guoren Wang", title = "Efficient and Secure Data Sharing Scheme on Interoperable Blockchain Database", journal = j-IEEE-TRANS-BIG-DATA, volume = "9", number = "4", pages = "1171--1185", month = aug, year = "2023", DOI = "https://doi.org/10.1109/TBDATA.2023.3265178", ISSN = "2332-7790", bibdate = "Thu Sep 14 05:49:04 2023", bibsource = "https://www.math.utah.edu/pub/tex/bib/bitcoin.bib; https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", } @Article{Liu:2023:SCG, author = "Yanbei Liu and Shichuan Zhao and Xiao Wang and Lei Geng and Zhitao Xiao and Jerry Chun-Wei Lin", title = "Self-Consistent Graph Neural Networks for Semi-Supervised Node Classification", journal = j-IEEE-TRANS-BIG-DATA, volume = "9", number = "4", pages = "1186--1197", month = aug, year = "2023", DOI = "https://doi.org/10.1109/TBDATA.2023.3266590", ISSN = "2332-7790", bibdate = "Thu Sep 14 05:49:04 2023", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", } @Article{Zhao:2023:SDI, author = "Jiachen Zhao and Fang Deng and Jiaqi Zhu and Jie Chen", title = "Searching Density-Increasing Path to Local Density Peaks for Unsupervised Anomaly Detection", journal = j-IEEE-TRANS-BIG-DATA, volume = "9", number = "4", pages = "1198--1209", month = aug, year = "2023", DOI = "https://doi.org/10.1109/TBDATA.2023.3265509", ISSN = "2332-7790", bibdate = "Thu Sep 14 05:49:04 2023", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", } @Article{Li:2023:SSN, author = "Mengran Li and Yong Zhang and Wei Zhang and Yi Chu and Yongli Hu and Baocai Yin", title = "Self-Supervised Nodes-Hyperedges Embedding for Heterogeneous Information Network Learning", journal = j-IEEE-TRANS-BIG-DATA, volume = "9", number = "4", pages = "1210--1224", month = aug, year = "2023", DOI = "https://doi.org/10.1109/TBDATA.2023.3275374", ISSN = "2332-7790", bibdate = "Thu Sep 14 05:49:04 2023", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", } @Article{Wang:2023:AGB, author = "Zhenya Wang and Xiang Cheng and Sen Su and Jintao Liang and Haocheng Yang", title = "{ATLAS}: {GAN-Based} Differentially Private Multi-Party Data Sharing", journal = j-IEEE-TRANS-BIG-DATA, volume = "9", number = "4", pages = "1225--1237", month = aug, year = "2023", DOI = "https://doi.org/10.1109/TBDATA.2023.3277716", ISSN = "2332-7790", bibdate = "Thu Sep 14 05:49:04 2023", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", } @Article{Kan:2023:CGF, author = "Zhigang Kan and Linhui Feng and Zhangyue Yin and Linbo Qiao and Xipeng Qiu and Dongsheng Li", title = "A Composable Generative Framework Based on Prompt Learning for Various Information Extraction Tasks", journal = j-IEEE-TRANS-BIG-DATA, volume = "9", number = "4", pages = "1238--1251", month = aug, year = "2023", DOI = "https://doi.org/10.1109/TBDATA.2023.3278977", ISSN = "2332-7790", bibdate = "Thu Sep 14 05:49:04 2023", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", } @Article{Chen:2023:API, author = "Hao Chen and Yu Ye and Ming Xiao and Mikael Skoglund", title = "Asynchronous Parallel Incremental Block-Coordinate Descent for Decentralized Machine Learning", journal = j-IEEE-TRANS-BIG-DATA, volume = "9", number = "4", pages = "1252--1259", month = aug, year = "2023", DOI = "https://doi.org/10.1109/TBDATA.2022.3230335", ISSN = "2332-7790", bibdate = "Thu Sep 14 05:49:04 2023", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", } @Article{Schmedding:2023:ESM, author = "Anna Schmedding and Riccardo Pinciroli and Lishan Yang and Evgenia Smirni", title = "Epidemic Spread Modeling for {COVID-19} Using Cross-Fertilization of Mobility Data", journal = j-IEEE-TRANS-BIG-DATA, volume = "9", number = "5", pages = "1260--1275", month = oct, year = "2023", DOI = "https://doi.org/10.1109/TBDATA.2023.3248650", ISSN = "2332-7790", bibdate = "Thu Sep 14 05:49:04 2023", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", } @Article{Qian:2023:ETA, author = "Fulan Qian and Bei Yuan and Hai Chen and Jie Chen and Defu Lian and Shu Zhao", title = "Enhancing the Transferability of Adversarial Examples Based on {Nesterov} Momentum for Recommendation Systems", journal = j-IEEE-TRANS-BIG-DATA, volume = "9", number = "5", pages = "1276--1287", month = oct, year = "2023", DOI = "https://doi.org/10.1109/TBDATA.2023.3248626", ISSN = "2332-7790", bibdate = "Thu Sep 14 05:49:04 2023", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", } @Article{Li:2023:RLT, author = "Yao Li and Duo Qiu and Xiongjun Zhang", title = "Robust Low Transformed Multi-Rank Tensor Completion With Deep Prior Regularization for Multi-Dimensional Image Recovery", journal = j-IEEE-TRANS-BIG-DATA, volume = "9", number = "5", pages = "1288--1301", month = oct, year = "2023", DOI = "https://doi.org/10.1109/TBDATA.2023.3254156", ISSN = "2332-7790", bibdate = "Thu Sep 14 05:49:04 2023", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", } @Article{Chen:2023:NMF, author = "Huanyu Chen and Weisheng Li and Xinbo Gao and Bin Xiao", title = "Novel Multi-Feature Fusion Facial Aesthetic Analysis Framework", journal = j-IEEE-TRANS-BIG-DATA, volume = "9", number = "5", pages = "1302--1320", month = oct, year = "2023", DOI = "https://doi.org/10.1109/TBDATA.2023.3255582", ISSN = "2332-7790", bibdate = "Thu Sep 14 05:49:04 2023", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", } @Article{Wang:2023:CRC, author = "Shuai Wang and Shijie Hu and Baoshen Guo and Guang Wang", title = "Cross-Region Courier Displacement for On-Demand Delivery With Multi-Agent Reinforcement Learning", journal = j-IEEE-TRANS-BIG-DATA, volume = "9", number = "5", pages = "1321--1333", month = oct, year = "2023", DOI = "https://doi.org/10.1109/TBDATA.2023.3262408", ISSN = "2332-7790", bibdate = "Thu Sep 14 05:49:04 2023", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", } @Article{Yang:2023:SSF, author = "Qiming Yang and Qi Zhu and Mingming Wang and Wei Shao and Zheng Zhang and Daoqiang Zhang", title = "Self-Supervised Federated Adaptation for Multi-Site Brain Disease Diagnosis", journal = j-IEEE-TRANS-BIG-DATA, volume = "9", number = "5", pages = "1334--1346", month = oct, year = "2023", DOI = "https://doi.org/10.1109/TBDATA.2023.3264109", ISSN = "2332-7790", bibdate = "Thu Sep 14 05:49:04 2023", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", } @Article{Yu:2023:GSM, author = "Yangwen Yu and Victor O. K. Li and Jacqueline C. K. Lam and Kelvin Chan", title = "{GCN-ST-MDIR}: Graph Convolutional Network-Based Spatial-Temporal Missing Air Pollution Data Pattern Identification and Recovery", journal = j-IEEE-TRANS-BIG-DATA, volume = "9", number = "5", pages = "1347--1364", month = oct, year = "2023", DOI = "https://doi.org/10.1109/TBDATA.2023.3277710", ISSN = "2332-7790", bibdate = "Thu Sep 14 05:49:04 2023", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", } @Article{Liu:2023:MMH, author = "Zijian Liu and Yang Luo and Xitong Pu and Geyong Min and Chunbo Luo", title = "A Multi-Modal Hypergraph Neural Network via Parametric Filtering and Feature Sampling", journal = j-IEEE-TRANS-BIG-DATA, volume = "9", number = "5", pages = "1365--1379", month = oct, year = "2023", DOI = "https://doi.org/10.1109/TBDATA.2023.3278988", ISSN = "2332-7790", bibdate = "Thu Sep 14 05:49:04 2023", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", } @Article{Zhang:2023:PEC, author = "Zongshun Zhang and Andrea Pinto and Valeria Turina and Flavio Esposito and Ibrahim Matta", title = "Privacy and Efficiency of Communications in Federated Split Learning", journal = j-IEEE-TRANS-BIG-DATA, volume = "9", number = "5", pages = "1380--1391", month = oct, year = "2023", DOI = "https://doi.org/10.1109/TBDATA.2023.3280405", ISSN = "2332-7790", bibdate = "Thu Sep 14 05:49:04 2023", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", } @Article{Liang:2023:CPM, author = "Weichao Liang and Jie Cao and Lei Chen and Youquan Wang and Jia Wu and Amin Beheshti and Jiangnan Tang", title = "Crime Prediction With Missing Data Via Spatiotemporal Regularized Tensor Decomposition", journal = j-IEEE-TRANS-BIG-DATA, volume = "9", number = "5", pages = "1392--1407", month = oct, year = "2023", DOI = "https://doi.org/10.1109/TBDATA.2023.3283098", ISSN = "2332-7790", bibdate = "Thu Sep 14 05:49:04 2023", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", } @Article{Wang:2023:OPP, author = "Zhuzhu Wang and Cui Hu and Bin Xiao and Yang Liu and Teng Li and Zhuo Ma and Jianfeng Ma", title = "Outsourced Privacy-Preserving Data Alignment on Vertically Partitioned Database", journal = j-IEEE-TRANS-BIG-DATA, volume = "9", number = "5", pages = "1408--1419", month = oct, year = "2023", DOI = "https://doi.org/10.1109/TBDATA.2023.3284271", ISSN = "2332-7790", bibdate = "Thu Sep 14 05:49:04 2023", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", } @Article{Liu:2023:RRG, author = "Zhen Liu and Wenbo Zuo and Dongning Zhang and Xiaodong Feng", title = "{RGSE}: Robust Graph Structure Embedding for Anomalous Link Detection", journal = j-IEEE-TRANS-BIG-DATA, volume = "9", number = "5", pages = "1420--1429", month = oct, year = "2023", DOI = "https://doi.org/10.1109/TBDATA.2023.3284270", ISSN = "2332-7790", bibdate = "Thu Sep 14 05:49:04 2023", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", } @Article{Pejo:2023:QIF, author = "Bal{\'a}zs Pej{\'o} and Gergely Bicz{\'o}k", title = "Quality Inference in Federated Learning With Secure Aggregation", journal = j-IEEE-TRANS-BIG-DATA, volume = "9", number = "5", pages = "1430--1437", month = oct, year = "2023", DOI = "https://doi.org/10.1109/TBDATA.2023.3280406", ISSN = "2332-7790", bibdate = "Thu Sep 14 05:49:04 2023", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", } @Article{Siriweera:2023:CDC, author = "Akila Siriweera and Incheon Paik and Huawei Huang", title = "Constraint-Driven Complexity-Aware Data Science Workflow for {AutoBDA}", journal = j-IEEE-TRANS-BIG-DATA, volume = "9", number = "6", pages = "1438--1457", month = dec, year = "2023", DOI = "https://doi.org/10.1109/TBDATA.2023.3256043", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Fri Apr 12 07:32:54 2024", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "https://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", keywords = "AutoBDA; Big Data; Complexity theory; Data models; Data science; data science workflow; edge-computing; Fourth Industrial Revolution; industry 4.0; society 5.0; Task analysis; Vaccines", } @Article{Chen:2023:SVA, author = "Dongpan Chen and Dehui Kong and Jinghua Li and Shaofan Wang and Baocai Yin", title = "A Survey of Visual Affordance Recognition Based on Deep Learning", journal = j-IEEE-TRANS-BIG-DATA, volume = "9", number = "6", pages = "1458--1476", month = dec, year = "2023", DOI = "https://doi.org/10.1109/TBDATA.2023.3291558", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Fri Apr 12 07:32:54 2024", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "https://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", keywords = "Affordances; Big Data; computer vision; convolutional neural network; deep learning models; Feature extraction; function understanding; Humanities; Image segmentation; robotics; Surveys; Task analysis; Visual affordance recognition", } @Article{Song:2023:SBB, author = "Rui Song and Bin Xiao and Yubo Song and Songtao Guo and Yuanyuan Yang", title = "A Survey of Blockchain-Based Schemes for Data Sharing and Exchange", journal = j-IEEE-TRANS-BIG-DATA, volume = "9", number = "6", pages = "1477--1495", month = dec, year = "2023", DOI = "https://doi.org/10.1109/TBDATA.2023.3293279", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Fri Apr 12 07:32:54 2024", bibsource = "https://www.math.utah.edu/pub/tex/bib/bitcoin.bib; https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "https://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", keywords = "Big Data; Blockchain; Blockchains; Consensus protocol; data exchange; data sharing; Encryption; Interoperability; Smart contracts; Surveys", } @Article{Yang:2023:MAM, author = "Jun Yang and Yaoru Sun and Maoyu Mao and Lizhi Bai and Siyu Zhang and Fang Wang", title = "Model-Agnostic Method: Exposing Deepfake Using Pixel-Wise Spatial and Temporal Fingerprints", journal = j-IEEE-TRANS-BIG-DATA, volume = "9", number = "6", pages = "1496--1509", month = dec, year = "2023", DOI = "https://doi.org/10.1109/TBDATA.2023.3284272", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Fri Apr 12 07:32:54 2024", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "https://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", keywords = "Auto-regressive (AR); Biological system modeling; deep learning; deepfake detection; Deepfakes; Faces; Feature extraction; fingerprint; Fingerprint recognition; Heart rate; photoplethysmography (PPG); Skin; temporal and spatial", } @Article{Song:2023:TEC, author = "Jie Song and Xingchen Zhao and Chaopeng Guo and Yu Gu and Ge Yu", title = "Towards an Energy Complexity Model for Distributed Data Processing Algorithms", journal = j-IEEE-TRANS-BIG-DATA, volume = "9", number = "6", pages = "1510--1524", month = dec, year = "2023", DOI = "https://doi.org/10.1109/TBDATA.2023.3284259", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Fri Apr 12 07:32:54 2024", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "https://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", keywords = "Big Data; Complexity theory; Computational modeling; distributed data processing algorithm; energy complexity; Energy consumption; green computing; Optimization; Servers; Software; Software algorithms", } @Article{Huang:2023:TPA, author = "Jianli Huang and Xianjie Guo and Kui Yu and Fuyuan Cao and Jiye Liang", title = "Towards Privacy-Aware Causal Structure Learning in Federated Setting", journal = j-IEEE-TRANS-BIG-DATA, volume = "9", number = "6", pages = "1525--1535", month = dec, year = "2023", DOI = "https://doi.org/10.1109/TBDATA.2023.3285477", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Fri Apr 12 07:32:54 2024", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "https://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", keywords = "Big Data; Causal structure learning; Data models; Data privacy; Federated learning; federated learning; Inference algorithms; privacy preserving; Servers; Skeleton", } @Article{Zhao:2023:MTS, author = "Qinpei Zhao and Guangda Yang and Kai Zhao and Jiaming Yin and Weixiong Rao and Lei Chen", title = "Multivariate Time-Series Forecasting Model: Predictability Analysis and Empirical Study", journal = j-IEEE-TRANS-BIG-DATA, volume = "9", number = "6", pages = "1536--1548", month = dec, year = "2023", DOI = "https://doi.org/10.1109/TBDATA.2023.3288693", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Fri Apr 12 07:32:54 2024", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "https://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", keywords = "Adaptation models; Computational modeling; Entropy; Forecasting; Forecasting model; multivariate sample entropy; multivariate time series; predictability limits; Prediction algorithms; Predictive models; Time series analysis", } @Article{Li:2023:EEA, author = "Qian Li and Shu Guo and Jia Wu and Jianxin Li and Jiawei Sheng and Hao Peng and Lihong Wang", title = "Event Extraction by Associating Event Types and Argument Roles", journal = j-IEEE-TRANS-BIG-DATA, volume = "9", number = "6", pages = "1549--1560", month = dec, year = "2023", DOI = "https://doi.org/10.1109/TBDATA.2023.3291563", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Fri Apr 12 07:32:54 2024", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "https://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", keywords = "argument roles; Big Data; Bit error rate; Data mining; Event extraction; Feature extraction; graph attention network; Instruments; new schema; parameter inheritance; Social networking (online); Task analysis", } @Article{Tran:2023:PII, author = "Ha Xuan Tran and Thuc Duy Le and Jiuyong Li and Lin Liu and Jixue Liu and Yanchang Zhao and Tony Waters", title = "Personalized Interventions to Increase the Employment Success of People With Disability", journal = j-IEEE-TRANS-BIG-DATA, volume = "9", number = "6", pages = "1561--1574", month = dec, year = "2023", DOI = "https://doi.org/10.1109/TBDATA.2023.3291547", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Fri Apr 12 07:32:54 2024", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "https://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", keywords = "Australia; Big Data; causal inference; causal survival analysis; Correlation; disability employment; Employment; Estimation; Intervention recommendation; Markov processes; Predictive models", } @Article{Zhu:2023:MDA, author = "Qi Zhu and Qiming Yang and Mingming Wang and Xiangyu Xu and Yuwu Lu and Wei Shao and Daoqiang Zhang", title = "Multi-Discriminator Active Adversarial Network for Multi-Center Brain Disease Diagnosis", journal = j-IEEE-TRANS-BIG-DATA, volume = "9", number = "6", pages = "1575--1585", month = dec, year = "2023", DOI = "https://doi.org/10.1109/TBDATA.2023.3294000", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Fri Apr 12 07:32:54 2024", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "https://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", keywords = "active learning; Adaptation models; adversarial domain adaptation; brain disease diagnosis; Brain modeling; Diseases; Functional magnetic resonance imaging; Medical diagnosis; Mental disorders; Multi-center analysis; Uncertainty", } @Article{Zhao:2023:BBA, author = "Shu Zhao and Wenyu Wang and Ziwei Du and Jie Chen and Zhen Duan", title = "A Black-Box Adversarial Attack Method via {Nesterov} Accelerated Gradient and Rewiring Towards Attacking Graph Neural Networks", journal = j-IEEE-TRANS-BIG-DATA, volume = "9", number = "6", pages = "1586--1597", month = dec, year = "2023", DOI = "https://doi.org/10.1109/TBDATA.2023.3296936", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Fri Apr 12 07:32:54 2024", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "https://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", keywords = "Adversarial attack; black-box attack; Closed box; Glass box; gradient-based attack; Graph neural networks; graph neural networks; node classification; Optimization; Perturbation methods; Reinforcement learning; Task analysis", } @Article{Yang:2023:APS, author = "Zhuang Yang", title = "Adaptive Powerball Stochastic Conjugate Gradient for Large-Scale Learning", journal = j-IEEE-TRANS-BIG-DATA, volume = "9", number = "6", pages = "1598--1606", month = dec, year = "2023", DOI = "https://doi.org/10.1109/TBDATA.2023.3300546", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Fri Apr 12 07:32:54 2024", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "https://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", keywords = "Adaptive learning rate; Computational complexity; conjugate gradient; Information retrieval; large-scale learning; Machine learning; Machine learning algorithms; Ordinary differential equations; powerball function; Robustness; Sensitivity; stochastic optimization", } @Article{Wang:2023:RMD, author = "Chenxu Wang and Fuli Feng and Yang Zhang and Qifan Wang and Xunhan Hu and Xiangnan He", title = "Rethinking Missing Data: Aleatoric Uncertainty-Aware Recommendation", journal = j-IEEE-TRANS-BIG-DATA, volume = "9", number = "6", pages = "1607--1619", month = dec, year = "2023", DOI = "https://doi.org/10.1109/TBDATA.2023.3300547", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Fri Apr 12 07:32:54 2024", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "https://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", keywords = "Aleatoric uncertainty; Analytical models; Big Data; Fitting; missing labeling issue; recommender system; Tail; Task analysis; Training; Uncertainty", } @Article{Han:2023:CMP, author = "Feng Han and Chengcai Leng and Bing Li and Anup Basu and Licheng Jiao", title = "Cosine Multilinear Principal Component Analysis for Recognition", journal = j-IEEE-TRANS-BIG-DATA, volume = "9", number = "6", pages = "1620--1630", month = dec, year = "2023", DOI = "https://doi.org/10.1109/TBDATA.2023.3301389", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Fri Apr 12 07:32:54 2024", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "https://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", keywords = "angle; Iterative methods; Linear programming; Mathematical models; Matrix decomposition; Multilinear principal component analysis; pattern recognition; Principal component analysis; Robustness; tensor analysis; Tensors", } @Article{Qin:2023:IBE, author = "Yixiu Qin and Yizhao Wang and Jiawei Li and Shun Mao and He Wang and Yuncheng Jiang", title = "Improved Box Embeddings for Fine-Grained Entity Typing", journal = j-IEEE-TRANS-BIG-DATA, volume = "9", number = "6", pages = "1631--1642", month = dec, year = "2023", DOI = "https://doi.org/10.1109/TBDATA.2023.3310239", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Fri Apr 12 07:32:54 2024", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "https://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", keywords = "Big Data; Box embeddings; Context modeling; Encoding; Filtering; fine-grained entity typing; multi-label classification; Noise measurement; Task analysis; Training; type hierarchy", } @Article{Huang:2023:TLD, author = "Xiaosai Huang and Jing Li and Jia Wu and Jun Chang and Donghua Liu", title = "Transfer Learning With Document-Level Data Augmentation for Aspect-Level Sentiment Classification", journal = j-IEEE-TRANS-BIG-DATA, volume = "9", number = "6", pages = "1643--1657", month = dec, year = "2023", DOI = "https://doi.org/10.1109/TBDATA.2023.3310267", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Fri Apr 12 07:32:54 2024", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "https://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", keywords = "aspect-level sentiment classification; Big Data; Data augmentation; Data models; document-level data augmentation; Feature extraction; Task analysis; Training; Transfer learning", } @Article{Li:2023:PPF, author = "Wenjing Li and Xiaodan Shi and Dou Huang and Xudong Shen and Jinyu Chen and Hill Hiroki Kobayashi and Haoran Zhang and Xuan Song and Ryosuke Shibasaki", title = "{PredLife}: Predicting Fine-Grained Future Activity Patterns", journal = j-IEEE-TRANS-BIG-DATA, volume = "9", number = "6", pages = "1658--1669", month = dec, year = "2023", DOI = "https://doi.org/10.1109/TBDATA.2023.3310241", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Fri Apr 12 07:32:54 2024", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "https://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", keywords = "Activity pattern prediction; Big GPS data; Convolutional neural networks; Global Positioning System; Hidden Markov models; Human mobility; LSTM; Predictive models; Semantics; Task analysis; Uncertainty; Variational autoencoder", } @Article{Cheng:2023:SWS, author = "Chien-Tse Cheng and Yu-Hsun Lin and Chung-Shou Liao", title = "{Seq2CASE}: Weakly Supervised Sequence to Commentary Aspect Score Estimation for Recommendation", journal = j-IEEE-TRANS-BIG-DATA, volume = "9", number = "6", pages = "1670--1682", month = dec, year = "2023", DOI = "https://doi.org/10.1109/TBDATA.2023.3313028", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Fri Apr 12 07:32:54 2024", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "https://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", keywords = "Behavioral sciences; Big Data; Estimation; Information extraction; natural language processing; recommendation system; Recommender systems; Task analysis; Training; user behavior analysis; weakly supervised learning; Web services", } @Article{Yi:2023:TLT, author = "Si-Yu Yi and Zhengyang Mao and Wei Ju and Yong-Dao Zhou and Luchen Liu and Xiao Luo and Ming Zhang", title = "Towards Long-Tailed Recognition for Graph Classification via Collaborative Experts", journal = j-IEEE-TRANS-BIG-DATA, volume = "9", number = "6", pages = "1683--1696", month = dec, year = "2023", DOI = "https://doi.org/10.1109/TBDATA.2023.3313029", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Fri Apr 12 07:32:54 2024", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "https://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", keywords = "Balanced contrastive learning; class-imbalanced learning; Collaboration; Ensemble learning; hard class extraction; multi-expert learning; Predictive models; Representation learning; Tail; Task analysis; Training", } @Article{Wang:2023:EHG, author = "Junfu Wang and Yuanfang Guo and Liang Yang and Yunhong Wang", title = "Enabling Homogeneous {GNNs} to Handle Heterogeneous Graphs via Relation Embedding", journal = j-IEEE-TRANS-BIG-DATA, volume = "9", number = "6", pages = "1697--1710", month = dec, year = "2023", DOI = "https://doi.org/10.1109/TBDATA.2023.3313031", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Fri Apr 12 07:32:54 2024", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "https://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", keywords = "Big Data; Convolution; Convolutional neural networks; Graph neural network; Graph neural networks; heterogeneous graph; heterogeneous graph neural network; Message passing; Optimization; Transformers", } @Article{Xu:2023:STC, author = "Xovee Xu and Zhiyuan Wang and Qiang Gao and Ting Zhong and Bei Hui and Fan Zhou and Goce Trajcevski", title = "Spatial-Temporal Contrasting for Fine-Grained Urban Flow Inference", journal = j-IEEE-TRANS-BIG-DATA, volume = "9", number = "6", pages = "1711--1725", month = dec, year = "2023", DOI = "https://doi.org/10.1109/TBDATA.2023.3316471", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Fri Apr 12 07:32:54 2024", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "https://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", keywords = "Big Data; Computational modeling; Contrastive learning; Data models; Fans; Superresolution; Task analysis; traffic management; Transportation; urban computing; urban flow inference", } @Article{Ding:2023:EIT, author = "Zhifei Ding and Jiahao Han and Rongtao Qian and Liming Shen and Siru Chen and Lingxin Yu and Yu Zhu and Richen Liu", title = "{eBoF}: Interactive Temporal Correlation Analysis for Ensemble Data Based on Bag-of-Features", journal = j-IEEE-TRANS-BIG-DATA, volume = "9", number = "6", pages = "1726--1737", month = dec, year = "2023", DOI = "https://doi.org/10.1109/TBDATA.2023.3324482", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Fri Apr 12 07:32:54 2024", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "https://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", keywords = "Computational modeling; computing and processing; Correlation; data clustering; Data models; Data visualization; ensemble data analysis; Feature extraction; Uncertainty; Visualization", } @Article{Cao:2024:TRN, author = "Xingyu Cao and Xiangtao Zhang and Ce Zhu and Jiani Liu and Yipeng Liu", title = "{TS-RTPM-Net}: Data-Driven Tensor Sketching for Efficient {CP} Decomposition", journal = j-IEEE-TRANS-BIG-DATA, volume = "10", pages = "1--11", month = feb, year = "2024", DOI = "https://doi.org/10.1109/TBDATA.2023.3310254", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Fri Apr 12 07:32:54 2024", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "https://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", keywords = "Accelerated tensor decomposition; Approximation algorithms; Big Data; Clustering algorithms; data-driven algorithms; dimensionality reduction; Estimation; greedy algorithms; low-rank tensor approximation; Matrix decomposition; Tensors; Training", } @Article{Wang:2024:SLC, author = "Meng Wang and Yanhao Yang and David Bindel and Kun He", title = "Streaming Local Community Detection Through Approximate Conductance", journal = j-IEEE-TRANS-BIG-DATA, volume = "10", number = "1", month = feb, pages = "12--22", year = "2024", DOI = "https://doi.org/10.1109/TBDATA.2023.3310251", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Fri Apr 12 07:32:54 2024", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "https://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", keywords = "approximate conductance; Big Data; graph stream; Image edge detection; Kernel; local community detection; Measurement; Network analysis; Social networking (online); Space heating; Task analysis", } @Article{Wang:2024:PSA, author = "Zihao Wang and Ming Jiang and Junli Wang", title = "{PHAED}: a Speaker-Aware Parallel Hierarchical Attentive Encoder-Decoder Model for Multi-Turn Dialogue Generation", journal = j-IEEE-TRANS-BIG-DATA, volume = "10", number = "1", month = feb, pages = "23--34", year = "2024", DOI = "https://doi.org/10.1109/TBDATA.2023.3316472", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Fri Apr 12 07:32:54 2024", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "https://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", keywords = "Coherence; Context modeling; Decoding; deep neural networks; Encoding; Footwear; History; Multi-turn dialogue generation; natural language generation; open-domain dialogue; Oral communication; speaker token", } @Article{Wu:2024:MAN, author = "Han Wu and Guanqi Zhu and Qi Liu and Hengshu Zhu and Hao Wang and Hongke Zhao and Chuanren Liu and Enhong Chen and Hui Xiong", title = "A Multi-Aspect Neural Tensor Factorization Framework for Patent Litigation Prediction", journal = j-IEEE-TRANS-BIG-DATA, volume = "10", number = "1", month = feb, pages = "35--54", year = "2024", DOI = "https://doi.org/10.1109/TBDATA.2023.3313030", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Fri Apr 12 07:32:54 2024", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "https://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", keywords = "Big Data; Codes; Companies; data sparsity; Databases; learning to rank; Market research; Patent litigation prediction; patent mining; Patents; tensor factorization; Tensors", } @Article{Liang:2024:LWG, author = "Naiyao Liang and Zuyuan Yang and Junhang Chen and Zhenni Li and Shengli Xie", title = "Label-Weighted Graph-Based Learning for Semi-Supervised Classification Under Label Noise", journal = j-IEEE-TRANS-BIG-DATA, volume = "10", number = "1", month = feb, pages = "55--65", year = "2024", DOI = "https://doi.org/10.1109/TBDATA.2023.3319249", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Fri Apr 12 07:32:54 2024", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "https://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", keywords = "Adaptation models; adaptive label weight; Big Data; Deep learning; Graph-based learning; label noise; Noise measurement; Optimization; Robustness; semi-supervised classification; Synthetic data", } @Article{Zeng:2024:LTS, author = "Qingtian Zeng and Shuai Guo and Rui Cao and Ziqi Zhao and Hua Duan", title = "Legal Transition Sequence Recognition of a Bounded Petri Net Using a Gate Recurrent Unit", journal = j-IEEE-TRANS-BIG-DATA, volume = "10", number = "1", month = feb, pages = "66--76", year = "2024", DOI = "https://doi.org/10.1109/TBDATA.2023.3319252", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Fri Apr 12 07:32:54 2024", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "https://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", keywords = "Convolutional neural networks; deep learning; Encoding; GRU; Law; petri net; Petri nets; Real-time systems; Text recognition; Training; Transition sequence recognition", } @Article{Lao:2024:TSM, author = "Jinghuan Lao and Dong Huang and Chang-Dong Wang and Jian-Huang Lai", title = "Towards Scalable Multi-View Clustering via Joint Learning of Many Bipartite Graphs", journal = j-IEEE-TRANS-BIG-DATA, volume = "10", number = "1", month = feb, pages = "77--91", year = "2024", DOI = "https://doi.org/10.1109/TBDATA.2023.3325045", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Fri Apr 12 07:32:54 2024", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "https://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", keywords = "Big Data; Bipartite graph; Bipartite graph learning; ensemble clustering; Fuses; Kernel; large-scale clustering; large-scale data; multi-view clustering; Representation learning; Scalability; Time complexity", } @Article{Qin:2024:AAP, author = "Wen Qin and Xin Luo and MengChu Zhou", title = "Adaptively-Accelerated Parallel Stochastic Gradient Descent for High-Dimensional and Incomplete Data Representation Learning", journal = j-IEEE-TRANS-BIG-DATA, volume = "10", number = "1", month = feb, pages = "92--107", year = "2024", DOI = "https://doi.org/10.1109/TBDATA.2023.3326304", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Fri Apr 12 07:32:54 2024", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "https://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", keywords = "Adaptation models; Big Data; Convergence; Data models; data science; high-dimensional and incomplete data; industrial application; latent feature analysis; Linear programming; Parallel algorithm; parallelization shared-memory; stochastic gradient descent; Stochastic processes; Training", } @Article{Yu:2024:BEI, author = "Changyong Yu and Tianmei Ren and Wenyu Li and Huimin Liu and Haitao Ma and Yuhai Zhao", title = "{BL}: an Efficient Index for Reachability Queries on Large Graphs", journal = j-IEEE-TRANS-BIG-DATA, volume = "10", number = "2", pages = "108--121", month = apr, year = "2024", DOI = "https://doi.org/10.1109/TBDATA.2023.3327215", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Fri Apr 12 07:32:54 2024", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "https://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", keywords = "Big Data; Directed acyclic graph; Directed acyclic graph (DAG); index framework; Indexes; label indices; Labeling; reachability query; Semantic Web; Social networking (online); Symbols", } @Article{Li:2024:MSO, author = "Wenrui Li and Xiaoyu Wang and Yuetian Sun and Snezana Milanovic and Mark Kon and Julio Enrique Castrill{\'o}n-Cand{\'a}s", title = "Multilevel Stochastic Optimization for Imputation in Massive Medical Data Records", journal = j-IEEE-TRANS-BIG-DATA, volume = "10", number = "2", pages = "122--131", month = apr, year = "2024", DOI = "https://doi.org/10.1109/TBDATA.2023.3328433", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Fri Apr 12 07:32:54 2024", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "https://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", keywords = "Best linear unbiased predictor; Big Data; computational applied mathematics; Costs; Covariance matrices; Deep learning; Iterative methods; machine learning; massive datasets; numerical stability; Optimization; Stochastic processes", } @Article{Li:2024:FFD, author = "Li Li and Chuanqi Tao and Hongjing Guo and Jingxuan Zhang and Xiaobing Sun", title = "{FATS}: Feature Distribution Analysis-Based Test Selection for Deep Learning Enhancement", journal = j-IEEE-TRANS-BIG-DATA, volume = "10", number = "2", pages = "132--145", month = apr, year = "2024", DOI = "https://doi.org/10.1109/TBDATA.2023.3334648", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Fri Apr 12 07:32:54 2024", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "https://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", keywords = "Artificial neural networks; Data distribution; Data models; deep learning testing; Dispersion; Fats; Feature extraction; retraining; test selection; Training; Training data", } @Article{Guan:2024:EPP, author = "Yunguo Guan and Rongxing Lu and Songnian Zhang and Yandong Zheng and Jun Shao and Guiyi Wei", title = "Efficient and Privacy-Preserving Aggregate Query Over Public Property Graphs", journal = j-IEEE-TRANS-BIG-DATA, volume = "10", number = "2", pages = "146--157", month = apr, year = "2024", DOI = "https://doi.org/10.1109/TBDATA.2023.3342623", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Fri Apr 12 07:32:54 2024", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "https://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", keywords = "Aggregate query; Aggregates; Cryptography; Data privacy; function secret sharing; homomorphism; Pattern matching; Privacy; privacy preservation; property graph data; Receivers; Servers", } @Article{Cheng:2024:TES, author = "Yongli Cheng and Yan Ma and Hong Jiang and Lingfang Zeng and Fang Wang and Xianghao Xu and Yuhang Wu", title = "{TgStore}: an Efficient Storage System for Large Time-Evolving Graphs", journal = j-IEEE-TRANS-BIG-DATA, volume = "10", number = "2", pages = "158--173", month = apr, year = "2024", DOI = "https://doi.org/10.1109/TBDATA.2024.3366087", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Fri Apr 12 07:32:54 2024", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "https://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", keywords = "Big Data; Blogs; Costs; data deduplication; data representation; Market research; Pandemics; Social networking (online); storage system; Task analysis; Time-evolving graph", } @Article{Liang:2024:SST, author = "Huanghuang Liang and Zheng Zhang and Chuang Hu and Yili Gong and Dazhao Cheng", title = "A Survey on Spatio-Temporal Big Data Analytics Ecosystem: Resource Management, Processing Platform, and Applications", journal = j-IEEE-TRANS-BIG-DATA, volume = "10", number = "2", pages = "174--193", month = apr, year = "2024", DOI = "https://doi.org/10.1109/TBDATA.2023.3342619", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Fri Apr 12 07:32:54 2024", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "https://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", keywords = "Artificial intelligence; Artificial intelligence framework; Big Data; Big Data system; Cloud computing; cloud platform; Data processing; database management system; Ecosystems; geographic information system; Geographic information systems; Resource management; resource management; spatio-temporal Big Data", } @Article{Hallaji:2024:DFL, author = "Ehsan Hallaji and Roozbeh Razavi-Far and Mehrdad Saif and Boyu Wang and Qiang Yang", title = "Decentralized Federated Learning: a Survey on Security and Privacy", journal = j-IEEE-TRANS-BIG-DATA, volume = "10", number = "2", pages = "194--213", month = apr, year = "2024", DOI = "https://doi.org/10.1109/TBDATA.2024.3362191", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Fri Apr 12 07:32:54 2024", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "https://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", keywords = "adversarial attacks; blockchain; Blockchains; Data models; decentralized federated learning; Federated learning; privacy-preserving; security; Security; Servers; Surveys; Training; verifiable federated learning", } @Article{Djenouri:2024:FCT, author = "Youcef Djenouri and Ahmed Nabil Belbachir and Tomasz Michalak and Gautam Srivastava", title = "A Federated Convolution Transformer for Fake News Detection", journal = j-IEEE-TRANS-BIG-DATA, volume = "10", number = "3", pages = "214--225", month = jun, year = "2024", DOI = "https://doi.org/10.1109/TBDATA.2023.3325746", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Sat Aug 24 07:37:49 2024", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "https://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", keywords = "Convolution; convolution neural network; Data models; Fake news; Fake news detection; Feature extraction; federated learning; Federated learning; IoT; Spatiotemporal phenomena; Transformers; transformers", } @Article{Gong:2024:SEN, author = "Chaoyu Gong and Jim Demmel and Yang You", title = "Scalable Evidential {$K$}-Nearest Neighbor Classification on Big Data", journal = j-IEEE-TRANS-BIG-DATA, volume = "10", number = "3", pages = "226--237", month = jun, year = "2024", DOI = "https://doi.org/10.1109/TBDATA.2023.3327220", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Sat Aug 24 07:37:49 2024", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "https://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", keywords = "Approximation algorithms; Big Data; Classification algorithms; distributed gradient descent; Evidential $K$ -nearest neighbor classification; Nearest neighbor methods; Program processors; spark; Sparks; Training", } @Article{Oh:2024:MTW, author = "Seungeun Oh and Hyelin Nam and Jihong Park and Praneeth Vepakomma and Ramesh Raskar and Mehdi Bennis and Seong-Lyun Kim", title = "{Mix2SFL}: Two-Way Mixup for Scalable, Accurate, and Communication-Efficient Split Federated Learning", journal = j-IEEE-TRANS-BIG-DATA, volume = "10", number = "3", pages = "238--248", month = jun, year = "2024", DOI = "https://doi.org/10.1109/TBDATA.2023.3328424", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Sat Aug 24 07:37:49 2024", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "https://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", keywords = "Accuracy; communication efficiency; Computational modeling; Convergence; Data models; distributed machine learning; federated learning; Privacy; privacy; Scalability; scalability; Servers; split learning; Training", } @Article{Shi:2024:DME, author = "Yu Shi and Xi Zhang and Yuming Shang and Ning Yu", title = "Don't Be Misled by Emotion! Disentangle Emotions and Semantics for Cross-Language and Cross-Domain Rumor Detection", journal = j-IEEE-TRANS-BIG-DATA, volume = "10", number = "3", pages = "249--259", month = jun, year = "2024", DOI = "https://doi.org/10.1109/TBDATA.2023.3334634", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Sat Aug 24 07:37:49 2024", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "https://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", keywords = "Adaptation models; Blogs; Contrastive learning; disentanglement learning; Feature extraction; rumor detection; self-training; Semantics; Social networking (online); Task analysis; Training", } @Article{Chen:2024:GSA, author = "Rui Chen and Yongqiang Tang and Xiangrui Cai and Xiaojie Yuan and Wenlong Feng and Wensheng Zhang", title = "Graph Structure Aware Contrastive Multi-View Clustering", journal = j-IEEE-TRANS-BIG-DATA, volume = "10", number = "3", pages = "260--274", month = jun, year = "2024", DOI = "https://doi.org/10.1109/TBDATA.2023.3334674", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Sat Aug 24 07:37:49 2024", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "https://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", keywords = "Analytical models; Big Data; Contrastive learning; Correlation; Data mining; Data models; deep representation; graph embedding; multi-view clustering; Representation learning; Semantics", } @Article{Lin:2024:LDL, author = "Yaojin Lin and Yulin Li and Chenxi Wang and Lei Guo and Jinkun Chen", title = "Label Distribution Learning Based on Horizontal and Vertical Mining of Label Correlations", journal = j-IEEE-TRANS-BIG-DATA, volume = "10", number = "3", pages = "275--287", month = jun, year = "2024", DOI = "https://doi.org/10.1109/TBDATA.2023.3338023", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Sat Aug 24 07:37:49 2024", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "https://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", keywords = "Classification algorithms; Clustering algorithms; Correlation; Data mining; Feature extraction; global label correlations; Label distribution learning; Lakes; local influence vector; local label correlations; Prediction algorithms", } @Article{Li:2024:HDR, author = "Xiaodong Li and Pangjing Wu and Chenxin Zou and Qing Li", title = "Hierarchical Deep Reinforcement Learning for {VWAP} Strategy Optimization", journal = j-IEEE-TRANS-BIG-DATA, volume = "10", number = "3", pages = "288--300", month = jun, year = "2024", DOI = "https://doi.org/10.1109/TBDATA.2023.3338011", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Sat Aug 24 07:37:49 2024", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "https://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", keywords = "Algorithmic trading; Big Data; Costs; deep learning; Heuristic algorithms; hierarchical reinforcement learning; Microstructure; optimized trade execution; Portfolios; Stock markets; Task analysis", } @Article{Zhu:2024:SHO, author = "Yanhui Zhu and Fang Hu and Lei Hsin Kuo and Jia Liu", title = "{SCOREH+}: a High-Order Node Proximity Spectral Clustering on Ratios-of-Eigenvectors Algorithm for Community Detection", journal = j-IEEE-TRANS-BIG-DATA, volume = "10", number = "3", pages = "301--312", month = jun, year = "2024", DOI = "https://doi.org/10.1109/TBDATA.2023.3346715", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Sat Aug 24 07:37:49 2024", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "https://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", keywords = "Big Data; Clustering algorithms; Community detection; Complex networks; Eigenvalues and eigenfunctions; graph decomposition; high-order proximity; Indexes; Laplace equations; Matrix decomposition; radial basis functions; spectral clustering", } @Article{Xue:2024:FTP, author = "Meiting Xue and Zian Zhou and Pengfei Jiao and Huijun Tang", title = "Fine-Tuned Personality Federated Learning for Graph Data", journal = j-IEEE-TRANS-BIG-DATA, volume = "10", number = "3", pages = "313--319", month = jun, year = "2024", DOI = "https://doi.org/10.1109/TBDATA.2024.3356388", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Sat Aug 24 07:37:49 2024", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "https://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", keywords = "Big Data; Contrastive learning; Convergence; Data models; Federated learning; federated learning; graph data; Graph neural networks; graph neural networks; Servers; Training", } @Article{Wang:2024:AAM, author = "Lei Wang and Leon Wong and Zhu-Hong You and De-Shuang Huang", title = "{AMDECDA}: Attention Mechanism Combined With Data Ensemble Strategy for Predicting {CircRNA}-Disease Association", journal = j-IEEE-TRANS-BIG-DATA, volume = "10", number = "4", pages = "320--329", month = aug, year = "2024", DOI = "https://doi.org/10.1109/TBDATA.2023.3334673", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Sat Aug 24 07:37:49 2024", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "https://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", keywords = "Big Data; CircRNA-disease association; Circular RNA; Computational modeling; Data models; Diseases; ensemble deep RVFL network; Feature extraction; graph attention network; Predictive models; Semantics", } @Article{Guo:2024:LBB, author = "Lu Guo and Limin Wang and Qilong Li and Kuo Li", title = "Learning Balanced {Bayesian} Classifiers From Labeled and Unlabeled Data", journal = j-IEEE-TRANS-BIG-DATA, volume = "10", number = "4", pages = "330--342", month = aug, year = "2024", DOI = "https://doi.org/10.1109/TBDATA.2023.3338019", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Sat Aug 24 07:37:49 2024", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "https://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", keywords = "Balanced Bayesian classifiers; Bayes methods; Classification algorithms; data mining; directed acyclic graph; heuristic search strategy; Measurement; Network topology; Probability distribution; Topology; Training; unbalanced data", } @Article{Mujtaba:2024:FGF, author = "Ghulam Mujtaba and Sunder Ali Khowaja and Muhammad Aslam Jarwar and Jaehyuk Choi and Eun-Seok Ryu", title = "{FRC-GIF}: Frame Ranking-Based Personalized Artistic Media Generation Method for Resource Constrained Devices", journal = j-IEEE-TRANS-BIG-DATA, volume = "10", number = "4", pages = "343--355", month = aug, year = "2024", DOI = "https://doi.org/10.1109/TBDATA.2023.3338012", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Sat Aug 24 07:37:49 2024", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "https://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", keywords = "client-driven; Convolutional neural networks; Feature extraction; feature-length videos; Media; Personalized media; Sports; Streaming media; Three-dimensional displays; thumbnail container; video highlights; Visualization", } @Article{Liu:2024:MPF, author = "Xin Liu and Jiuluan Lv and Feng Chen and Qingjie Wei and Hangxuan He and Ying Qian", title = "Multi-Party Federated Recommendation Based on Semi-Supervised Learning", journal = j-IEEE-TRANS-BIG-DATA, volume = "10", number = "4", pages = "356--370", month = aug, year = "2024", DOI = "https://doi.org/10.1109/TBDATA.2023.3338009", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Sat Aug 24 07:37:49 2024", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "https://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", keywords = "Big Data; Data models; Federated learning; Machine learning algorithms; positive and unlabeled learning; Recommendation method; Reliability; semi-supervised learning; Semisupervised learning; Training; vertical federated learning", } @Article{Bai:2024:PBG, author = "Yibing Bai and Zhenqiu Shu and Jun Yu and Zhengtao Yu and Xiao-Jun Wu", title = "Proxy-Based Graph Convolutional Hashing for Cross-Modal Retrieval", journal = j-IEEE-TRANS-BIG-DATA, volume = "10", number = "4", pages = "371--385", month = aug, year = "2024", DOI = "https://doi.org/10.1109/TBDATA.2023.3338951", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Sat Aug 24 07:37:49 2024", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "https://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", keywords = "Codes; Convolution; Convolutional codes; Correlation; Cross-modal; Feature extraction; graph convolutional hashing; hashing; pairwise similarity; proxy; Semantics; supervised; Task analysis", } @Article{Han:2024:MDD, author = "Zhi-Long Han and Ting-Zhu Huang and Xi-Le Zhao and Hao Zhang and Yun-Yang Liu", title = "Multi-Dimensional Data Recovery via Feature-Based Fully-Connected Tensor Network Decomposition", journal = j-IEEE-TRANS-BIG-DATA, volume = "10", number = "4", pages = "386--399", month = aug, year = "2024", DOI = "https://doi.org/10.1109/TBDATA.2023.3342611", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Sat Aug 24 07:37:49 2024", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "https://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", keywords = "Data mining; feature domain; Feature extraction; fully-connected tensor network decomposition; Matrix decomposition; Multi-dimensional data recovery; proximal alternating minimization; relative error guarantee; Stacking; Task analysis; Tensors; Transforms", } @Article{Cai:2024:FFW, author = "Jianghe Cai and Yuhui Deng and Yi Zhou and Jiande Huang and Geyong Min", title = "{FIG}: Feature-Weighted Information Granules With High Consistency Rate", journal = j-IEEE-TRANS-BIG-DATA, volume = "10", number = "4", pages = "400--414", month = aug, year = "2024", DOI = "https://doi.org/10.1109/TBDATA.2023.3343348", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Sat Aug 24 07:37:49 2024", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "https://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", keywords = "Classification algorithms; classifier; Clustering algorithms; Computational modeling; consistency; Data mining; Data modeling; Data models; feature weighting; Granular computing; information granule; Standards", } @Article{Zhang:2024:BSI, author = "Xiao Zhang and Zhaoqian He and Jinhai Li and Changlin Mei and Yanyan Yang", title = "Bi-Selection of Instances and Features Based on Neighborhood Importance Degree", journal = j-IEEE-TRANS-BIG-DATA, volume = "10", number = "4", pages = "415--428", month = aug, year = "2024", DOI = "https://doi.org/10.1109/TBDATA.2023.3342643", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Sat Aug 24 07:37:49 2024", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "https://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", keywords = "bi-selection; Data models; Entropy; Feature extraction; Granular computing; Measurement uncertainty; neighborhood decision system; Neighborhood granule; neighborhood importance degree; Support vector machines; Uncertainty", } @Article{Yang:2024:GCL, author = "Yifei Yang and Xiaoke Ma", title = "Graph Contrastive Learning for Clustering of Multi-Layer Networks", journal = j-IEEE-TRANS-BIG-DATA, volume = "10", number = "4", pages = "429--441", month = aug, year = "2024", DOI = "https://doi.org/10.1109/TBDATA.2023.3343349", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Sat Aug 24 07:37:49 2024", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "https://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", keywords = "Analytical models; Big Data; Clustering algorithms; Complex systems; Couplings; graph clustering; graph contrastive learning; Multi-layer networks; Network analyzers; nonnegative matrix factorization; Representation learning", } @Article{Yang:2024:LCC, author = "Shujing Yang and Fuyuan Cao and Kui Yu and Jiye Liang", title = "Learning Causal Chain Graph Structure via Alternate Learning and Double Pruning", journal = j-IEEE-TRANS-BIG-DATA, volume = "10", number = "4", pages = "442--456", month = aug, year = "2024", DOI = "https://doi.org/10.1109/TBDATA.2023.3346712", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Sat Aug 24 07:37:49 2024", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "https://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", keywords = "Alternate learning; Big Data; causal chain graph; causal inference; double pruning; Immune system; Infectious diseases; Liquid crystal displays; Skeleton; Sociology; Testing", } @Article{Ma:2024:CKL, author = "Wenjun Ma and Yibing Zhao and Xiaomao Fan", title = "Cascaded Knowledge-Level Fusion Network for Online Course Recommendation System", journal = j-IEEE-TRANS-BIG-DATA, volume = "10", number = "4", pages = "457--469", month = aug, year = "2024", DOI = "https://doi.org/10.1109/TBDATA.2023.3346711", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Sat Aug 24 07:37:49 2024", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "https://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", keywords = "Big Data; Data mining; Deep learning; Fans; Feature extraction; knowledge graph; Knowledge graphs; online course recommendation; recommendation system; Recommender systems; Task analysis", } @Article{Zhou:2024:OHS, author = "Peng Zhou and Yunyun Zhang and Zhaolong Ling and Yuanting Yan and Shu Zhao and Xindong Wu", title = "Online Heterogeneous Streaming Feature Selection Without Feature Type Information", journal = j-IEEE-TRANS-BIG-DATA, volume = "10", number = "4", pages = "470--485", month = aug, year = "2024", DOI = "https://doi.org/10.1109/TBDATA.2024.3350630", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Sat Aug 24 07:37:49 2024", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "https://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", keywords = "Big Data; Feature extraction; heterogeneous feature; Information filters; maximal information coefficient; Measurement; Microwave integrated circuits; Mutual information; Online feature selection; Redundancy; streaming feature", } @Article{Su:2024:FSL, author = "Yuling Su and Hong Zhao and Yifeng Zheng and Yu Wang", title = "Few-Shot Learning With Multi-Granularity Knowledge Fusion and Decision-Making", journal = j-IEEE-TRANS-BIG-DATA, volume = "10", number = "4", pages = "486--497", month = aug, year = "2024", DOI = "https://doi.org/10.1109/TBDATA.2024.3350542", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Sat Aug 24 07:37:49 2024", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "https://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", keywords = "Convolutional neural networks; Correlation; Data models; Decision making; Decision-making; Feature extraction; few-shot learning; knowledge fusion; multi-granularity; Task analysis; Visualization", } @Article{Tong:2024:EMS, author = "Guoxiang Tong and Quanquan Li and Yan Song", title = "Enhanced Multi-Scale Features Mutual Mapping Fusion Based on Reverse Knowledge Distillation for Industrial Anomaly Detection and Localization", journal = j-IEEE-TRANS-BIG-DATA, volume = "10", number = "4", pages = "498--513", month = aug, year = "2024", DOI = "https://doi.org/10.1109/TBDATA.2024.3350539", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Sat Aug 24 07:37:49 2024", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "https://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", keywords = "Anomaly detection; Big Data; coordinate attention; Data models; enhanced mutual mapping feature fusion; Feature extraction; Image reconstruction; Location awareness; single category embedding memory bank; Training", } @Article{Liu:2024:SUH, author = "Xingbo Liu and Jiamin Li and Xiushan Nie and Xuening Zhang and Shaohua Wang and Yilong Yin", title = "Scalable Unsupervised Hashing via Exploiting Robust Cross-Modal Consistency", journal = j-IEEE-TRANS-BIG-DATA, volume = "10", number = "4", pages = "514--527", month = aug, year = "2024", DOI = "https://doi.org/10.1109/TBDATA.2024.3350541", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Sat Aug 24 07:37:49 2024", bibsource = "https://www.math.utah.edu/pub/tex/bib/hash.bib", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "https://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", keywords = "Binary codes; Codes; Cross-modal retrieval; discrete hashing; Hash functions; Quantization (signal); robust regression; Robustness; Semantics; Training; unsupervised hashing", } @Article{Hu:2024:GCC, author = "Xinxin Hu and Haotian Chen and Junjie Zhang and Hongchang Chen and Shuxin Liu and Xing Li and Yahui Wang and Xiangyang Xue", title = "{GAT-COBO}: Cost-Sensitive Graph Neural Network for Telecom Fraud Detection", journal = j-IEEE-TRANS-BIG-DATA, volume = "10", number = "4", pages = "528--542", month = aug, year = "2024", DOI = "https://doi.org/10.1109/TBDATA.2024.3352978", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Sat Aug 24 07:37:49 2024", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "https://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", keywords = "Big Data; Boosting; boosting; cost sensitive learning; Costs; Fraud; graph imbalance; graph neural network; Graph neural networks; Task analysis; Telecom fraud detection; Telecommunications", } @Article{Dai:2024:LLG, author = "Dawei Dai and Yingge Liu and Yutang Li and Shiyu Fu and Shuyin Xia and Guoyin Wang", title = "{LGRL}: Local-Global Representation Learning for On-the-Fly {FG-SBIR}", journal = j-IEEE-TRANS-BIG-DATA, volume = "10", number = "4", pages = "543--555", month = aug, year = "2024", DOI = "https://doi.org/10.1109/TBDATA.2024.3356393", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Sat Aug 24 07:37:49 2024", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "https://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", keywords = "Big Data; Fine-grained sketch-based image retrieval (FG-SBIR); Image retrieval; Representation learning; representation learning; triplet loss", } @Article{Wang:2024:DHS, author = "Shun Wang and Yong Zhang and Xuanqi Lin and Yongli Hu and Qingming Huang and Baocai Yin", title = "Dynamic Hypergraph Structure Learning for Multivariate Time Series Forecasting", journal = j-IEEE-TRANS-BIG-DATA, volume = "10", number = "4", pages = "556--567", month = aug, year = "2024", DOI = "https://doi.org/10.1109/TBDATA.2024.3362188", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Sat Aug 24 07:37:49 2024", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "https://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", keywords = "Adaptation models; Correlation; Data models; Forecasting; Graph neural network; hypergraph structure learning; multivariate time series forecasting; Predictive models; Recurrent neural networks; Time series analysis", } @Article{Bour:2024:APP, author = "Charline Bour and Abir Elbeji and Luigi {De Giovanni} and Adrian Ahne and Guy Fagherazzi", title = "{ALTRUIST}: a {Python} Package to Emulate a Virtual Digital Cohort Study Using Social Media Data", journal = j-IEEE-TRANS-BIG-DATA, volume = "10", number = "4", pages = "568--575", month = aug, year = "2024", DOI = "https://doi.org/10.1109/TBDATA.2024.3362193", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Sat Aug 24 07:37:49 2024", bibsource = "https://www.math.utah.edu/pub/tex/bib/python.bib", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "https://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", keywords = "Blogs; Cohort; Computational modeling; digital health; Diseases; natural language processing; python; Recruitment; social media; Social networking (online); Sociology; Statistics", } @Article{AlKatat:2024:NLP, author = "Souha {Al Katat} and Chamseddine Zaki and Hussein Hazimeh and Ibrahim {El Bitar} and Rafael Angarita and Lionel Trojman", title = "Natural Language Processing for {Arabic} Sentiment Analysis: a Systematic Literature Review", journal = j-IEEE-TRANS-BIG-DATA, volume = "10", number = "5", pages = "576--594", month = oct, year = "2024", DOI = "https://doi.org/10.1109/TBDATA.2024.3366083", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Tue Dec 23 08:31:10 2025", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", acknowledgement = ack-nhfb, fjournal = "IEEE Transactions on Big Data", journal-URL = "https://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", keywords = "Arabic sentiment analysis (ASA); Deep learning; deep learning; Electronic mail; Feature extraction; feature extraction; lexicon; machine learning; Sentiment analysis; Surveys; Systematics; Task analysis; transformers; word embedding", } @Article{Hua:2024:CMD, author = "Qiang-Sheng Hua and Hongen Wang and Hai Jin and Xuanhua Shi", title = "Core Maintenance on Dynamic Graphs: a Distributed Approach Built on {$H$}-Index", journal = j-IEEE-TRANS-BIG-DATA, volume = "10", number = "5", pages = "595--608", month = oct, year = "2024", DOI = "https://doi.org/10.1109/TBDATA.2024.3352973", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Tue Dec 23 08:31:10 2025", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", fjournal = "IEEE Transactions on Big Data", journal-URL = "https://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", keywords = "Big Data; Core maintenance; distributed algorithm; dynamic graphs; h-index; Heuristic algorithms; Maintenance engineering; Marine vehicles; Parallel processing; Service computing; Synchronization", } @Article{Zhang:2024:UCV, author = "Zihao Zhang and Qianqian Wang and Quanxue Gao and Chengquan Pei and Wei Feng", title = "Unsupervised Cross-View Subspace Clustering via Adaptive Contrastive Learning", journal = j-IEEE-TRANS-BIG-DATA, volume = "10", number = "5", pages = "609--619", month = oct, year = "2024", DOI = "https://doi.org/10.1109/TBDATA.2024.3366084", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Tue Dec 23 08:31:10 2025", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", fjournal = "IEEE Transactions on Big Data", journal-URL = "https://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", keywords = "Clustering algorithms; Clustering methods; Contrastive learning; Correlation; cross-view clustering; Feature extraction; Self-supervised learning; Semantics; subspace clustering; Task analysis", } @Article{Liu:2024:HSP, author = "Huan Liu and Pengfei Jiao and Xuan Guo and Huaming Wu and Mengzhou Gao and Jilin Zhang", title = "{HGN2T}: a Simple but Plug-and-Play Framework Extending {HGNNs} on Heterogeneous Temporal Graphs", journal = j-IEEE-TRANS-BIG-DATA, volume = "10", number = "5", pages = "620--632", month = oct, year = "2024", DOI = "https://doi.org/10.1109/TBDATA.2024.3366085", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Tue Dec 23 08:31:10 2025", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", fjournal = "IEEE Transactions on Big Data", journal-URL = "https://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", keywords = "Big Data; Graph neural networks; graph representation learning; heterogeneous graph neural network; Heterogeneous temporal graph; Mercury (metals); Network topology; Semantics; Task analysis; Topology", } @Article{Gonzalez:2024:UAU, author = "Ana Bel{\'e}n Rodr{\'\i}guez Gonz{\'a}lez and Javier Burrieza-Gal{\'a}n and Juan Jos{\'e} Vinagre D{\'\i}az and In{\'e}s Peirats de Castro and Mark Richard Wilby and Oliva Garcia Cant{\'u}-Ros", title = "Using App Usage Data From Mobile Devices to Improve Activity-Based Travel Demand Models", journal = j-IEEE-TRANS-BIG-DATA, volume = "10", number = "5", pages = "633--643", month = oct, year = "2024", DOI = "https://doi.org/10.1109/TBDATA.2024.3366088", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Tue Dec 23 08:31:10 2025", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", fjournal = "IEEE Transactions on Big Data", journal-URL = "https://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", keywords = "Application usage data; Big Data; Big Data analytics; Databases; location of activities; Mobile handsets; mobile phone data; Monitoring; Sociology; Soft sensors; Statistics; travel demand models", } @Article{Dornaika:2024:EEA, author = "Fadi Dornaika and Sally {El Hajjar}", title = "An End-to-End Approach for Graph-Based Multi-View Data Clustering", journal = j-IEEE-TRANS-BIG-DATA, volume = "10", number = "5", pages = "644--654", month = oct, year = "2024", DOI = "https://doi.org/10.1109/TBDATA.2024.3371357", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Tue Dec 23 08:31:10 2025", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", fjournal = "IEEE Transactions on Big Data", journal-URL = "https://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", keywords = "Big Data; Clustering algorithms; Convolution; data fusion; Graph-based multi-view clustering; Linear programming; Proposals; Smoothing methods; soft cluster assignments; spectral embedding; unified graph learning; Vectors", } @Article{Liang:2024:FFA, author = "Yuan Liang", title = "{FAER}: Fairness-Aware Event-Participant Recommendation in Event-Based Social Networks", journal = j-IEEE-TRANS-BIG-DATA, volume = "10", number = "5", pages = "655--668", month = oct, year = "2024", DOI = "https://doi.org/10.1109/TBDATA.2024.3372409", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Tue Dec 23 08:31:10 2025", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", fjournal = "IEEE Transactions on Big Data", journal-URL = "https://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", keywords = "Big Data; event-based social networks; event-participant recommendation; Fairness-aware; Fuses; Iron; Motion pictures; Recommender systems; Social networking (online); Standards", } @Article{Yan:2024:FRA, author = "Yeyu Yan and Zhongying Zhao and Zhan Yang and Yanwei Yu and Chao Li", title = "A Fast and Robust Attention-Free Heterogeneous Graph Convolutional Network", journal = j-IEEE-TRANS-BIG-DATA, volume = "10", number = "5", pages = "669--681", month = oct, year = "2024", DOI = "https://doi.org/10.1109/TBDATA.2024.3375152", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Tue Dec 23 08:31:10 2025", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", fjournal = "IEEE Transactions on Big Data", journal-URL = "https://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", keywords = "Attention mechanism; Computational modeling; graph neural network; Graph neural networks; heterogeneous graph; heterogeneous graph neural network; Micromechanical devices; Robustness; Semantics; Topology; Virtual links", } @Article{Wang:2024:GET, author = "Senzhang Wang and Changdong Wang and Di Jin and Shirui Pan and Philip S. Yu", title = "Guest Editorial {TBD} Special Issue on Graph Machine Learning for Recommender Systems", journal = j-IEEE-TRANS-BIG-DATA, volume = "10", number = "6", pages = "682--682", month = dec, year = "2024", DOI = "https://doi.org/10.1109/TBDATA.2024.3452328", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Tue Dec 23 08:31:10 2025", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", fjournal = "IEEE Transactions on Big Data", journal-URL = "https://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", keywords = "Computer aided instruction; Contrastive learning; Electronic learning; Graphical models; Knowledge graphs; Machine learning; Neural networks; Recommender systems; Special issues and sections; User experience", } @Article{Ye:2024:DGC, author = "Haibo Ye and Lijun Zhang and Yuan Yao and Sheng-Jun Huang", title = "Denoised Graph Collaborative Filtering via Neighborhood Similarity and Dynamic Thresholding", journal = j-IEEE-TRANS-BIG-DATA, volume = "10", number = "6", pages = "683--693", month = dec, year = "2024", DOI = "https://doi.org/10.1109/TBDATA.2024.3453765", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Tue Dec 23 08:31:10 2025", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", fjournal = "IEEE Transactions on Big Data", journal-URL = "https://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", keywords = "Collaborative filtering; Graph collaborative filtering; Message passing; Noise; Noise measurement; Noise reduction; recommender system; Reliability; sample re-weighting; structure denoising; Training", } @Article{Zhao:2024:RDA, author = "Mankun Zhao and Aitong Sun and Jian Yu and Xuewei Li and Dongxiao He and Ruiguo Yu and Mei Yu", title = "Reliable Data Augmented Contrastive Learning for Sequential Recommendation", journal = j-IEEE-TRANS-BIG-DATA, volume = "10", number = "6", pages = "694--705", month = dec, year = "2024", DOI = "https://doi.org/10.1109/TBDATA.2024.3453752", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Tue Dec 23 08:31:10 2025", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", fjournal = "IEEE Transactions on Big Data", journal-URL = "https://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", keywords = "attention mechanism; contrastive learning; Contrastive learning; Correlation; Data augmentation; data augmentation; Generators; Reliability; Sequential recommendation; Training; Transformers", } @Article{Li:2024:ELP, author = "Ming Li and Zhao Li and Changqin Huang and Yunliang Jiang and Xindong Wu", title = "{EduGraph}: Learning Path-Based Hypergraph Neural Networks for {MOOC} Course Recommendation", journal = j-IEEE-TRANS-BIG-DATA, volume = "10", number = "6", pages = "706--719", month = dec, year = "2024", DOI = "https://doi.org/10.1109/TBDATA.2024.3453757", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Tue Dec 23 08:31:10 2025", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", fjournal = "IEEE Transactions on Big Data", journal-URL = "https://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", keywords = "Collaboration; Computer aided instruction; Convolution; Course recommendation; Electronic learning; Feature extraction; framelet-based hypergraph convolution; hypergraph neural networks; learning path; MOOC; Recommender systems; Trajectory", } @Article{Du:2024:AAK, author = "Dan Du and Pei-Yuan Lai and Yan-Fei Wang and De-Zhang Liao and Min Chen", title = "{AKGNN}: Attribute Knowledge Graph Neural Networks Recommendation for Corporate Volunteer Activities", journal = j-IEEE-TRANS-BIG-DATA, volume = "10", number = "6", pages = "720--730", month = dec, year = "2024", DOI = "https://doi.org/10.1109/TBDATA.2024.3453761", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Tue Dec 23 08:31:10 2025", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", fjournal = "IEEE Transactions on Big Data", journal-URL = "https://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", keywords = "Attribute knowledge graph; Big Data; Business; corporate volunteers; Data models; Decision making; graph neural networks; Knowledge graphs; recommendation; Recommender systems; Reviews; variational auto-encoder", } @Article{Huang:2024:HOS, author = "Ling Huang and Zhi-Yuan Li and Zhen-Yu He and Yuefang Gao", title = "Higher-Order Smoothness Enhanced Graph Collaborative Filtering", journal = j-IEEE-TRANS-BIG-DATA, volume = "10", number = "6", pages = "731--741", month = dec, year = "2024", DOI = "https://doi.org/10.1109/TBDATA.2024.3453758", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Tue Dec 23 08:31:10 2025", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", fjournal = "IEEE Transactions on Big Data", journal-URL = "https://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", keywords = "Big Data; Bipartite graph; Collaborative filtering; Data models; graph neural network; higher-order; normalized cut; over-smoothing; Predictive models; Representation learning; Symmetric matrices", } @Article{Zhang:2024:AMP, author = "Chi Zhang and Sotthiwat Ekanut and Liangli Zhen and Zengxiang Li", title = "Augmented Multi-Party Computation Against Gradient Leakage in Federated Learning", journal = j-IEEE-TRANS-BIG-DATA, volume = "10", number = "6", pages = "742--751", month = dec, year = "2024", DOI = "https://doi.org/10.1109/TBDATA.2022.3208736", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Tue Dec 23 08:31:10 2025", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", fjournal = "IEEE Transactions on Big Data", journal-URL = "https://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", keywords = "Computational modeling; Cryptography; data leakage; Data models; Encryption; federated learning; Federated learning; multi-party computation; Privacy-preserving; Servers; Training", } @Article{Cai:2024:AVF, author = "Dongqi Cai and Tao Fan and Yan Kang and Lixin Fan and Mengwei Xu and Shangguang Wang and Qiang Yang", title = "Accelerating Vertical Federated Learning", journal = j-IEEE-TRANS-BIG-DATA, volume = "10", number = "6", pages = "752--760", month = dec, year = "2024", DOI = "https://doi.org/10.1109/TBDATA.2022.3192898", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Tue Dec 23 08:31:10 2025", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", fjournal = "IEEE Transactions on Big Data", journal-URL = "https://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", keywords = "Collaborative work; Cross-Silo; distributed features; Fans; Homomorphic encryption; homomorphic encryption; Privacy; Public key; secure cooperation; Task analysis; Training", } @Article{Chen:2024:EFE, author = "Biwen Chen and Honghong Zeng and Tao Xiang and Shangwei Guo and Tianwei Zhang and Yang Liu", title = "{ESB-FL}: Efficient and Secure Blockchain-Based Federated Learning With Fair Payment", journal = j-IEEE-TRANS-BIG-DATA, volume = "10", number = "6", pages = "761--774", month = dec, year = "2024", DOI = "https://doi.org/10.1109/TBDATA.2022.3177170", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Tue Dec 23 08:31:10 2025", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", fjournal = "IEEE Transactions on Big Data", journal-URL = "https://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", keywords = "Blockchain; Blockchains; Computational modeling; Data privacy; Encryption; fair payment; federated learning; function encryption; Privacy; privacy protection; Task analysis; Training", } @Article{Zhuo:2024:PPK, author = "Cheng Zhuo and Di Gao and Liangwei Liu", title = "{PKDGAN}: Private Knowledge Distillation With Generative Adversarial Networks", journal = j-IEEE-TRANS-BIG-DATA, volume = "10", number = "6", pages = "775--788", month = dec, year = "2024", DOI = "https://doi.org/10.1109/TBDATA.2022.3216566", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Tue Dec 23 08:31:10 2025", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", fjournal = "IEEE Transactions on Big Data", journal-URL = "https://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", keywords = "Big Data; Costs; differential privacy; generative adversarial networks; Generative adversarial networks; Knowledge distillation; Knowledge engineering; model utility; Privacy; Training; Transfer learning", } @Article{He:2024:LCS, author = "Yuting He and Yiqiang Chen and XiaoDong Yang and Hanchao Yu and Yi-Hua Huang and Yang Gu", title = "Learning Critically: Selective Self-Distillation in Federated Learning on Non-{IID} Data", journal = j-IEEE-TRANS-BIG-DATA, volume = "10", number = "6", pages = "789--800", month = dec, year = "2024", DOI = "https://doi.org/10.1109/TBDATA.2022.3189703", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Tue Dec 23 08:31:10 2025", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", fjournal = "IEEE Transactions on Big Data", journal-URL = "https://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", keywords = "Adaptation models; catastrophic forgetting; Collaborative work; Convergence; Data models; deep learning; Feature extraction; Federated learning; knowledge distillation; non-identically distributed; Servers; Training", } @Article{Wu:2024:MFE, author = "Xiaohu Wu and Han Yu", title = "{MarS-FL}: Enabling Competitors to Collaborate in Federated Learning", journal = j-IEEE-TRANS-BIG-DATA, volume = "10", number = "6", pages = "801--811", month = dec, year = "2024", DOI = "https://doi.org/10.1109/TBDATA.2022.3186991", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Tue Dec 23 08:31:10 2025", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", fjournal = "IEEE Transactions on Big Data", journal-URL = "https://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", keywords = "Biological system modeling; competitive market; Computational modeling; Data models; Federated learning; game theory; Load modeling; performance allocation; Predictive models; Servers; Training", } @Article{Li:2024:TEC, author = "Zexi Li and Jiaxun Lu and Shuang Luo and Didi Zhu and Yunfeng Shao and Yinchuan Li and Zhimeng Zhang and Yongheng Wang and Chao Wu", title = "Towards Effective Clustered Federated Learning: a Peer-to-Peer Framework With Adaptive Neighbor Matching", journal = j-IEEE-TRANS-BIG-DATA, volume = "10", number = "6", pages = "812--826", month = dec, year = "2024", DOI = "https://doi.org/10.1109/TBDATA.2022.3222971", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Tue Dec 23 08:31:10 2025", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", fjournal = "IEEE Transactions on Big Data", journal-URL = "https://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", keywords = "Clustered federated learning; Clustering algorithms; distributed learning; Federated learning; Loss measurement; Optimization; peer-to-peer communication; Peer-to-peer computing; Servers; Topology", } @Article{Xiao:2024:SSB, author = "Xiong Xiao and Zhuo Tang and Chuanying Li and Bingting Jiang and Kenli Li", title = "{SBPA}: Sybil-Based Backdoor Poisoning Attacks for Distributed Big Data in {AIoT-Based} Federated Learning System", journal = j-IEEE-TRANS-BIG-DATA, volume = "10", number = "6", pages = "827--838", month = dec, year = "2024", DOI = "https://doi.org/10.1109/TBDATA.2022.3224392", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Tue Dec 23 08:31:10 2025", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", fjournal = "IEEE Transactions on Big Data", journal-URL = "https://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", keywords = "AIoT-FL; backdoor poisoning attacks; Big Data; big data; Computational modeling; Data models; Distributed databases; Federated learning; Servers; sybil; Training", } @Article{Geng:2024:IGI, author = "Jiahui Geng and Yongli Mou and Qing Li and Feifei Li and Oya Beyan and Stefan Decker and Chunming Rong", title = "Improved Gradient Inversion Attacks and Defenses in Federated Learning", journal = j-IEEE-TRANS-BIG-DATA, volume = "10", number = "6", pages = "839--850", month = dec, year = "2024", DOI = "https://doi.org/10.1109/TBDATA.2023.3239116", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Tue Dec 23 08:31:10 2025", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", fjournal = "IEEE Transactions on Big Data", journal-URL = "https://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", keywords = "Big Data; Cryptography; Federated learning; gradient inversion attacks; Image reconstruction; Image restoration; Load modeling; privacy-preserving machine learning; secure computing; TV", } @Article{Chen:2024:PAR, author = "Chen Chen and Lingjuan Lyu and Han Yu and Gang Chen", title = "Practical Attribute Reconstruction Attack Against Federated Learning", journal = j-IEEE-TRANS-BIG-DATA, volume = "10", number = "6", pages = "851--863", month = dec, year = "2024", DOI = "https://doi.org/10.1109/TBDATA.2022.3159236", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Tue Dec 23 08:31:10 2025", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", fjournal = "IEEE Transactions on Big Data", journal-URL = "https://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", keywords = "attribute reconstruction attack; Data models; Data privacy; Federated learning; Image reconstruction; privacy; Servers; Task analysis; Training; Training data", } @Article{Wu:2024:PVF, author = "Zhaomin Wu and Qinbin Li and Bingsheng He", title = "Practical Vertical Federated Learning With Unsupervised Representation Learning", journal = j-IEEE-TRANS-BIG-DATA, volume = "10", number = "6", pages = "864--878", month = dec, year = "2024", DOI = "https://doi.org/10.1109/TBDATA.2022.3180117", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Tue Dec 23 08:31:10 2025", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", fjournal = "IEEE Transactions on Big Data", journal-URL = "https://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", keywords = "Collaborative work; Costs; Data privacy; Differential privacy; Privacy; Training; Unsupervised learning; vertical federated learning", } @Article{Kang:2024:PPF, author = "Yan Kang and Yuanqin He and Jiahuan Luo and Tao Fan and Yang Liu and Qiang Yang", title = "Privacy-Preserving Federated Adversarial Domain Adaptation Over Feature Groups for Interpretability", journal = j-IEEE-TRANS-BIG-DATA, volume = "10", number = "6", pages = "879--890", month = dec, year = "2024", DOI = "https://doi.org/10.1109/TBDATA.2022.3188292", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Tue Dec 23 08:31:10 2025", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", fjournal = "IEEE Transactions on Big Data", journal-URL = "https://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", keywords = "Adaptation models; Collaborative work; Computational modeling; Data models; domain adaptation; Feature extraction; interpretability; Privacy; privacy; Training; Vertical federated learning", } @Article{Peng:2024:FME, author = "Zhuoyi Peng and Yi Yang and Liu Yang and Kai Chen", title = "Federated Meta Embedding Concept Stock Recommendation", journal = j-IEEE-TRANS-BIG-DATA, volume = "10", number = "6", pages = "891--902", month = dec, year = "2024", DOI = "https://doi.org/10.1109/TBDATA.2022.3214622", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Tue Dec 23 08:31:10 2025", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", fjournal = "IEEE Transactions on Big Data", journal-URL = "https://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", keywords = "Concept stock recommendation; Federated learning; federated learning application; Privacy; Recommender systems; Servers; Social networking (online); Task analysis; Training", } @Article{Xing:2024:BFB, author = "Pengwei Xing and Songtao Lu and Lingfei Wu and Han Yu", title = "{BiG-Fed}: Bilevel Optimization Enhanced Graph-Aided Federated Learning", journal = j-IEEE-TRANS-BIG-DATA, volume = "10", number = "6", pages = "903--914", month = dec, year = "2024", DOI = "https://doi.org/10.1109/TBDATA.2022.3191439", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Tue Dec 23 08:31:10 2025", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", fjournal = "IEEE Transactions on Big Data", journal-URL = "https://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", keywords = "Bilevel optimization; Clustering algorithms; Collaborative work; Data models; federated learning; graph neural networks; Jacobian matrices; Optimization; Servers; Task analysis", } @Article{Lu:2024:PFL, author = "Wang Lu and Jindong Wang and Yiqiang Chen and Xin Qin and Renjun Xu and Dimitrios Dimitriadis and Tao Qin", title = "Personalized Federated Learning With Adaptive Batchnorm for Healthcare", journal = j-IEEE-TRANS-BIG-DATA, volume = "10", number = "6", pages = "915--925", month = dec, year = "2024", DOI = "https://doi.org/10.1109/TBDATA.2022.3177197", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Tue Dec 23 08:31:10 2025", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", fjournal = "IEEE Transactions on Big Data", journal-URL = "https://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", keywords = "Adaptation models; batch normalization; Collaborative work; Computational modeling; Data models; Data privacy; Distributed computing; federated learning; healthcare; Machine learning; Medical services; personalization", } @Article{Xia:2024:CVF, author = "Wensheng Xia and Ying Li and Lan Zhang and Zhonghai Wu and Xiaoyong Yuan", title = "Cascade Vertical Federated Learning Towards Straggler Mitigation and Label Privacy Over Distributed Labels", journal = j-IEEE-TRANS-BIG-DATA, volume = "10", number = "6", pages = "926--939", month = dec, year = "2024", DOI = "https://doi.org/10.1109/TBDATA.2022.3231277", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Tue Dec 23 08:31:10 2025", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", fjournal = "IEEE Transactions on Big Data", journal-URL = "https://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", keywords = "Data models; Data privacy; Federated learning; Inference attacks; label privacy; Machine learning; Privacy; Servers; straggler mitigation; Training; vertical federated learning", } @Article{Shi:2024:EAM, author = "Haoran Shi and Yonghui Xu and Yali Jiang and Han Yu and Lizhen Cui", title = "Efficient Asynchronous Multi-Participant Vertical Federated Learning", journal = j-IEEE-TRANS-BIG-DATA, volume = "10", number = "6", pages = "940--952", month = dec, year = "2024", DOI = "https://doi.org/10.1109/TBDATA.2022.3201729", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Tue Dec 23 08:31:10 2025", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", fjournal = "IEEE Transactions on Big Data", journal-URL = "https://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", keywords = "asynchronous distributed computation; Collaborative work; Computational modeling; Data models; Federated learning; Privacy; privacy-preserving; Servers; Stochastic processes; Training", } @Article{Tan:2024:RAF, author = "Xavier Tan and Wei Chong Ng and Wei Yang Bryan Lim and Zehui Xiong and Dusit Niyato and Han Yu", title = "Reputation-Aware Federated Learning Client Selection Based on Stochastic Integer Programming", journal = j-IEEE-TRANS-BIG-DATA, volume = "10", number = "6", pages = "953--964", month = dec, year = "2024", DOI = "https://doi.org/10.1109/TBDATA.2022.3191332", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Tue Dec 23 08:31:10 2025", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", fjournal = "IEEE Transactions on Big Data", journal-URL = "https://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", keywords = "Biological system modeling; client selection; Computational modeling; Costs; Data models; Federated learning; reputation; stochastic integer programming; Stochastic processes; Training; Uncertainty", } @Article{Chen:2024:FBS, author = "Fengwen Chen and Guodong Long", title = "{FedGE}: Break the Scalability Limitation of Graph Neural Network With Federated Graph Embedding", journal = j-IEEE-TRANS-BIG-DATA, volume = "10", number = "6", pages = "965--974", month = dec, year = "2024", DOI = "https://doi.org/10.1109/TBDATA.2022.3216747", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Tue Dec 23 08:31:10 2025", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", fjournal = "IEEE Transactions on Big Data", journal-URL = "https://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", keywords = "Big Data; Deep learning; Federated learning; federated learning; graph convolutional networks; graph neural network; Graph neural networks; graph representation learning; network embedding; Scalability; Task analysis; Topology; Training", } @Article{Li:2024:ESB, author = "Shenghui Li and Edith C.-H. Ngai and Thiemo Voigt", title = "An Experimental Study of Byzantine-Robust Aggregation Schemes in Federated Learning", journal = j-IEEE-TRANS-BIG-DATA, volume = "10", number = "6", pages = "975--988", month = dec, year = "2024", DOI = "https://doi.org/10.1109/TBDATA.2023.3237397", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Tue Dec 23 08:31:10 2025", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", fjournal = "IEEE Transactions on Big Data", journal-URL = "https://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", keywords = "Byzantine attacks; Computational modeling; distributed learning; Federated learning; federated learning; neural networks; Optimization; Performance evaluation; Robustness; robustness; Servers; Training", } @Article{Yang:2024:RFL, author = "Shaojie Yang and Wei Zheng and Meiyun Xie and Xueyang Zhang", title = "Research of Federated Learning Application Methods and Social Responsibility", journal = j-IEEE-TRANS-BIG-DATA, volume = "10", number = "6", pages = "989--1000", month = dec, year = "2024", DOI = "https://doi.org/10.1109/TBDATA.2022.3225688", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Tue Dec 23 08:31:10 2025", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", fjournal = "IEEE Transactions on Big Data", journal-URL = "https://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", keywords = "Big Data; Data models; encrypted computing; Federated learning; Privacy; privacy protection; Security; Training; Transfer learning", } @Article{Wang:2024:FFS, author = "Rui Wang and O{\u{g}}uzhan Ersoy and Hangyu Zhu and Yaochu Jin and Kaitai Liang", title = "{FEVERLESS}: Fast and Secure Vertical Federated Learning Based on {XGBoost} for Decentralized Labels", journal = j-IEEE-TRANS-BIG-DATA, volume = "10", number = "6", pages = "1001--1015", month = dec, year = "2024", DOI = "https://doi.org/10.1109/TBDATA.2022.3227326", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Tue Dec 23 08:31:10 2025", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", fjournal = "IEEE Transactions on Big Data", journal-URL = "https://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", keywords = "Data models; Differential privacy; Federated learning; Indexes; Predictive models; Privacy; privacy preservation; secure aggregation; Training; vertical federated learning; XGBoost", } @Article{Zou:2024:DBL, author = "Tianyuan Zou and Yang Liu and Yan Kang and Wenhan Liu and Yuanqin He and Zhihao Yi and Qiang Yang and Ya-Qin Zhang", title = "Defending Batch-Level Label Inference and Replacement Attacks in Vertical Federated Learning", journal = j-IEEE-TRANS-BIG-DATA, volume = "10", number = "6", pages = "1016--1027", month = dec, year = "2024", DOI = "https://doi.org/10.1109/TBDATA.2022.3192121", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Tue Dec 23 08:31:10 2025", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", fjournal = "IEEE Transactions on Big Data", journal-URL = "https://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", keywords = "Collaborative work; confusional autoencoder; Data models; Differential privacy; Homomorphic encryption; label inference; label replacement; privacy; Protocols; Task analysis; Training; Vertical federated learning", } @Article{Yang:2024:WSE, author = "Chengyi Yang and Jia Liu and Hao Sun and Tongzhi Li and Zengxiang Li", title = "{WTDP-Shapley}: Efficient and Effective Incentive Mechanism in Federated Learning for Intelligent Safety Inspection", journal = j-IEEE-TRANS-BIG-DATA, volume = "10", number = "6", pages = "1028--1037", month = dec, year = "2024", DOI = "https://doi.org/10.1109/TBDATA.2022.3198733", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Tue Dec 23 08:31:10 2025", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", fjournal = "IEEE Transactions on Big Data", journal-URL = "https://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", keywords = "Artificial intelligence; Biological system modeling; Companies; Computational modeling; Data models; Federated learning; Hazards; incentive mechanism; Inspection; Shapley value", } @Article{Shi:2024:FMP, author = "Zhuan Shi and Lan Zhang and Zhenyu Yao and Lingjuan Lyu and Cen Chen and Li Wang and Junhao Wang and Xiang-Yang Li", title = "{FedFAIM}: a Model Performance-Based Fair Incentive Mechanism for Federated Learning", journal = j-IEEE-TRANS-BIG-DATA, volume = "10", number = "6", pages = "1038--1050", month = dec, year = "2024", DOI = "https://doi.org/10.1109/TBDATA.2022.3183614", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Tue Dec 23 08:31:10 2025", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", fjournal = "IEEE Transactions on Big Data", journal-URL = "https://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", keywords = "Atmospheric measurements; Collaborative work; Computational modeling; fairness; Federated learning; incentive mechanism; Particle measurements; Resource management; Servers; Training", } @Article{Gong:2024:ACC, author = "Biyao Gong and Tianzhang Xing and Zhidan Liu and Wei Xi and Xiaojiang Chen", title = "Adaptive Client Clustering for Efficient Federated Learning Over Non-{IID} and Imbalanced Data", journal = j-IEEE-TRANS-BIG-DATA, volume = "10", number = "6", pages = "1051--1065", month = dec, year = "2024", DOI = "https://doi.org/10.1109/TBDATA.2022.3167994", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Tue Dec 23 08:31:10 2025", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", fjournal = "IEEE Transactions on Big Data", journal-URL = "https://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", keywords = "Adaptation models; Big Data; client clustering; clustered federated learning; Collaborative work; Costs; Data models; Federated learning; imbalanced data; non-IID data; Servers; Training; weighted voting", } @Article{Guo:2025:DCG, author = "Yuxin Guo and Deyu Bo and Cheng Yang and Zhiyuan Lu and Zhongjian Zhang and Jixi Liu and Yufei Peng and Chuan Shi", title = "Data-Centric Graph Learning: a Survey", journal = j-IEEE-TRANS-BIG-DATA, volume = "11", number = "1", pages = "1--20", month = feb, year = "2025", DOI = "https://doi.org/10.1109/TBDATA.2024.3489412", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Tue Dec 23 08:31:10 2025", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", fjournal = "IEEE Transactions on Big Data", journal-URL = "https://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", keywords = "Bridges; Chemicals; Data models; Data structures; Data-centric learning; graph neural network; Pipelines; Reviews; Surveys; Taxonomy; Topology; Training", } @Article{Lyu:2025:EDE, author = "Moli Lyu and Zhiwei Ni and Qian Chen and Fenggang Li", title = "{Edge-DPSDG}: an Edge-Based Differential Privacy Protection Model for Smart Healthcare", journal = j-IEEE-TRANS-BIG-DATA, volume = "11", number = "1", pages = "21--34", month = feb, year = "2025", DOI = "https://doi.org/10.1109/TBDATA.2024.3366071", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Tue Dec 23 08:31:10 2025", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", fjournal = "IEEE Transactions on Big Data", journal-URL = "https://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", keywords = "Data privacy; Differential privacy; differential privacy; Distributed databases; Edge computing; Information entropy; information entropy; medical data; Medical services; Privacy; Resource management; Shapley value; smart healthcare", } @Article{Sagu:2025:HOA, author = "Amit Sagu and Nasib Singh Gill and Preeti Gulia and Ishaani Priyadarshini and Jyotir Moy Chatterjee", title = "Hybrid Optimization Algorithm for Detection of Security Attacks in {IoT}-Enabled Cyber-Physical Systems", journal = j-IEEE-TRANS-BIG-DATA, volume = "11", number = "1", pages = "35--46", month = feb, year = "2025", DOI = "https://doi.org/10.1109/TBDATA.2024.3372368", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Tue Dec 23 08:31:10 2025", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", fjournal = "IEEE Transactions on Big Data", journal-URL = "https://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", keywords = "Convolutional neural networks; cyber-physical infrastructure; Cyber-physical systems; cyber-security; cyberattacks; Deep learning; Feature extraction; Internet of Things; IoT enabled cyber-physical systems; Metaheuristics; optimization technique; Security; Support vector machines", } @Article{Halder:2025:FLS, author = "Anup Kumar Halder and Soumyendu Sekhar Bandyopadhyay and Witold Jedrzejewski and Subhadip Basu and Jacek Sroka", title = "{FuzzyPPI}: Large-Scale Interaction of Human Proteome at Fuzzy Semantic Space", journal = j-IEEE-TRANS-BIG-DATA, volume = "11", number = "1", pages = "47--58", month = feb, year = "2025", DOI = "https://doi.org/10.1109/TBDATA.2024.3375149", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Tue Dec 23 08:31:10 2025", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", fjournal = "IEEE Transactions on Big Data", journal-URL = "https://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", keywords = "Annotations; Apache Spark-based distributed computation; Benchmark testing; Databases; fuzzy semantic score; gene ontology; large-scale graph analysis; Ontologies; Organisms; Protein-protein interaction; Proteins; Semantics", } @Article{Zhao:2025:PRU, author = "Ruoyu Zhao and Yushu Zhang and Wenying Wen and Xinpeng Zhang and Xiaochun Cao and Yong Xiang", title = "{PR3}: Reversible and Usability-Enhanced Visual Privacy Protection via Thumbnail Preservation and Data Hiding", journal = j-IEEE-TRANS-BIG-DATA, volume = "11", number = "1", pages = "59--73", month = feb, year = "2025", DOI = "https://doi.org/10.1109/TBDATA.2024.3375155", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Tue Dec 23 08:31:10 2025", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", fjournal = "IEEE Transactions on Big Data", journal-URL = "https://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", keywords = "Data hiding; Encryption; Histograms; Image coding; Privacy; privacy protection; reversibility; Usability; Vectors; visual usability; Visualization", } @Article{Xiao:2025:DGA, author = "Yunpeng Xiao and Xufeng Li and Tun Li and Rong Wang and Yucai Pang and Guoyin Wang", title = "A Distributed Generative Adversarial Network for Data Augmentation Under Vertical Federated Learning", journal = j-IEEE-TRANS-BIG-DATA, volume = "11", number = "1", pages = "74--85", month = feb, year = "2025", DOI = "https://doi.org/10.1109/TBDATA.2024.3375150", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Tue Dec 23 08:31:10 2025", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", fjournal = "IEEE Transactions on Big Data", journal-URL = "https://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", keywords = "Data augmentation; data augmentation; Data models; Distributed databases; Feature extraction; Federated learning; Generative adversarial networks; generative adversarial networks; Generators; multiple data sources; Vertical federated learning", } @Article{Zhang:2025:LCU, author = "Jing Zhang and Ming Wu and Zeyi Sun and Cangqi Zhou", title = "Learning From Crowds Using Graph Neural Networks With Attention Mechanism", journal = j-IEEE-TRANS-BIG-DATA, volume = "11", number = "1", pages = "86--98", month = feb, year = "2025", DOI = "https://doi.org/10.1109/TBDATA.2024.3378100", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Tue Dec 23 08:31:10 2025", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", fjournal = "IEEE Transactions on Big Data", journal-URL = "https://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", keywords = "attention mechanism; Biological system modeling; Crowdsourcing; Data models; Deep learning; graph neural networks; Inference algorithms; Learning from crowds; Noise measurement; repeated labeling; Task analysis", } @Article{Li:2025:FSL, author = "Tao Li and Yuhua Qian and Feijiang Li and Xinyan Liang and Zhi-Hui Zhan", title = "Feature Subspace Learning-Based Binary Differential Evolution Algorithm for Unsupervised Feature Selection", journal = j-IEEE-TRANS-BIG-DATA, volume = "11", number = "1", pages = "99--114", month = feb, year = "2025", DOI = "https://doi.org/10.1109/TBDATA.2024.3378090", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Tue Dec 23 08:31:10 2025", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", fjournal = "IEEE Transactions on Big Data", journal-URL = "https://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", keywords = "Big Data; Clustering algorithms; Evolutionary computation; Feature extraction; local manifold structure; Manifolds; Optimization; pseudo-label; Search problems; Sociology; unsupervised feature selection", } @Article{Qiu:2025:HSE, author = "Zitai Qiu and Jia Wu and Jian Yang and Xing Su and Charu Aggarwal", title = "Heterogeneous Social Event Detection via Hyperbolic Graph Representations", journal = j-IEEE-TRANS-BIG-DATA, volume = "11", number = "1", pages = "115--129", month = feb, year = "2025", DOI = "https://doi.org/10.1109/TBDATA.2024.3381017", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Tue Dec 23 08:31:10 2025", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", fjournal = "IEEE Transactions on Big Data", journal-URL = "https://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", keywords = "Contrastive learning; Costs; Data models; Disasters; Distortion; Event detection; Graph convolutional networks; graph neural networks; hyperbolic space; Multilayer perceptrons; Semantics; social event detection; Social networking (online)", } @Article{Zhang:2025:MCD, author = "Wen Zhang and Haitao Fu and Huan Wang and Zhiguo Gong and Pan Zhou and Di Wang", title = "{3A} Multi-Classification Division-Aggregation Framework for Fake News Detection", journal = j-IEEE-TRANS-BIG-DATA, volume = "11", number = "1", pages = "130--140", month = feb, year = "2025", DOI = "https://doi.org/10.1109/TBDATA.2024.3378098", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Tue Dec 23 08:31:10 2025", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", fjournal = "IEEE Transactions on Big Data", journal-URL = "https://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", keywords = "classification-specifical model; Ensemble learning; Fake news; Fake news detection; Feature extraction; Machine learning; multi-classification knowledge; Predictive models; Reliability; Training; truth discovery", } @Article{Tekchandani:2025:BES, author = "Prakash Tekchandani and Abhishek Bisht and Ashok Kumar Das and Neeraj Kumar and Marimuthu Karuppiah and Pandi Vijayakumar and Youngho Park", title = "Blockchain-Enabled Secure Collaborative Model Learning Using Differential Privacy for {IoT-Based} Big Data Analytics", journal = j-IEEE-TRANS-BIG-DATA, volume = "11", number = "1", pages = "141--156", month = feb, year = "2025", DOI = "https://doi.org/10.1109/TBDATA.2024.3394700", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Tue Dec 23 08:31:10 2025", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", fjournal = "IEEE Transactions on Big Data", journal-URL = "https://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", keywords = "Big Data; big data analytics; blockchain; Blockchains; collaborative model learning; Data models; differential privacy; Differential privacy; Internet of things (IoT); Machine learning; Privacy; Security; security", } @Article{Ghadermazi:2025:TRT, author = "Jalal Ghadermazi and Ankit Shah and Nathaniel D. Bastian", title = "Towards Real-Time Network Intrusion Detection With Image-Based Sequential Packets Representation", journal = j-IEEE-TRANS-BIG-DATA, volume = "11", number = "1", pages = "157--173", month = feb, year = "2025", DOI = "https://doi.org/10.1109/TBDATA.2024.3403394", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Tue Dec 23 08:31:10 2025", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", fjournal = "IEEE Transactions on Big Data", journal-URL = "https://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", keywords = "Big Data; Convolutional neural networks; Data mining; Early attack detection; Feature extraction; network intrusion detection system; packet -based NIDS; Payloads; Real-time systems; sequential packets image representation; Telecommunication traffic", } @Article{Park:2025:PRP, author = "Jeongsu Park and Dong Hoon Lee", title = "Parallelly Running and Privacy-Preserving Agglomerative Hierarchical Clustering in Outsourced Cloud Computing Environments", journal = j-IEEE-TRANS-BIG-DATA, volume = "11", number = "1", pages = "174--189", month = feb, year = "2025", DOI = "https://doi.org/10.1109/TBDATA.2024.3403375", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Tue Dec 23 08:31:10 2025", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", fjournal = "IEEE Transactions on Big Data", journal-URL = "https://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", keywords = "Big Data; Cloud computing; cloud computing; Computational modeling; Cryptography; Data privacy; Hierarchical clustering; privacy-preserving computation; Protocols; Servers", } @Article{Lian:2025:UEM, author = "Wenjuan Lian and Zikang Bao and Xinze Zhang and Bin Jia and Yang Zhang", title = "A Universal and Efficient Multi-Modal Smart Contract Vulnerability Detection Framework for Big Data", journal = j-IEEE-TRANS-BIG-DATA, volume = "11", number = "1", pages = "190--207", month = feb, year = "2025", DOI = "https://doi.org/10.1109/TBDATA.2024.3403376", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Tue Dec 23 08:31:10 2025", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", fjournal = "IEEE Transactions on Big Data", journal-URL = "https://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", keywords = "Big Data; Blockchains; Feature extraction; multi-modal; security; Security; Smart contract; Smart contracts; Source coding; Testing; vulnerability detection", } @Article{Bao:2025:TPP, author = "Haiyong Bao and Zhehong Wang and Rongxing Lu and Cheng Huang and Beibei Li", title = "{TAMT}: Privacy-Preserving Task Assignment With Multi-Threshold Range Search for Spatial Crowdsourcing Applications", journal = j-IEEE-TRANS-BIG-DATA, volume = "11", number = "1", pages = "208--220", month = feb, year = "2025", DOI = "https://doi.org/10.1109/TBDATA.2024.3403374", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Tue Dec 23 08:31:10 2025", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", fjournal = "IEEE Transactions on Big Data", journal-URL = "https://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", keywords = "Computational modeling; Crowdsourcing; Cryptography; Encryption; Multi-threshold; PKD-tree; Privacy; privacy-preserving; Servers; spatial crowdsourcing; Task analysis; task assignment", } @Article{Zhang:2025:TLS, author = "Qi Zhang and Yanfeng Sun and Shaofan Wang and Junbin Gao and Yongli Hu and Baocai Yin", title = "Training Large-Scale Graph Neural Networks via Graph Partial Pooling", journal = j-IEEE-TRANS-BIG-DATA, volume = "11", number = "1", pages = "221--233", month = feb, year = "2025", DOI = "https://doi.org/10.1109/TBDATA.2024.3403380", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Tue Dec 23 08:31:10 2025", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", fjournal = "IEEE Transactions on Big Data", journal-URL = "https://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", keywords = "Costs; graph diffusion; graph neural networks; Graph neural networks; graph pooling; Large-scale graphs; Memory management; Sampling methods; Scalability; Training; Vectors", } @Article{Deng:2025:CED, author = "Xiaoge Deng and Dongsheng Li and Tao Sun and Xicheng Lu", title = "Communication-Efficient Distributed Learning via Sparse and Adaptive Stochastic Gradient", journal = j-IEEE-TRANS-BIG-DATA, volume = "11", number = "1", pages = "234--246", month = feb, year = "2025", DOI = "https://doi.org/10.1109/TBDATA.2024.3407510", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Tue Dec 23 08:31:10 2025", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", fjournal = "IEEE Transactions on Big Data", journal-URL = "https://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", keywords = "Adaptation models; Adaptive aggregation; Computational modeling; Convergence; distributed algorithm; efficient communication; gradient sparsification; Quantization (signal); Servers; stochastic gradient descent; Stochastic processes; Training", } @Article{Cao:2025:CLS, author = "Lele Cao and Vilhelm von Ehrenheim and Mark Granroth-Wilding and Richard Anselmo Stahl and Andrew McCornack and Armin Catovic and Dhiana Deva Cavalcanti Rocha", title = "{CompanyKG}: a Large-Scale Heterogeneous Graph for Company Similarity Quantification", journal = j-IEEE-TRANS-BIG-DATA, volume = "11", number = "1", pages = "247--258", month = feb, year = "2025", DOI = "https://doi.org/10.1109/TBDATA.2024.3407573", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Tue Dec 23 08:31:10 2025", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", fjournal = "IEEE Transactions on Big Data", journal-URL = "https://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", keywords = "Benchmark testing; Companies; company similarity quantification; competitor retrieval; graph dataset; graph neural network; heterogeneous graph; Industries; Investment; investment; Knowledge graph; Knowledge graphs; private equity; similarity prediction; similarity ranking; Soft sensors; Task analysis", } @Article{Al-Wesabi:2025:ARC, author = "Fahd N. Al-Wesabi and Marwa Obayya and Jamal Alsamri and Rana Alabdan and Nojood O Aljehane and Sana Alazwari and Fahad F. Alruwaili and Manar Ahmed Hamza and A Swathi", title = "Automatic Recognition of Cyberbullying in the Web of Things and social media using Deep Learning Framework", journal = j-IEEE-TRANS-BIG-DATA, volume = "11", number = "1", pages = "259--270", month = feb, year = "2025", DOI = "https://doi.org/10.1109/TBDATA.2024.3409939", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Tue Dec 23 08:31:10 2025", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", fjournal = "IEEE Transactions on Big Data", journal-URL = "https://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", keywords = "Abuse detection; Convolutional neural networks; convolutional neural networks; cyberbullying; Cyberbullying; Data mining; Data models; Deep learning; deep learning; Feature extraction; Information technology; Web of Things", } @Article{Diao:2025:ETU, author = "Mengting Diao and Zhongbao Zhang and Sen Su and Shuai Gao and Huafeng Cao and Junda Ye", title = "Efficiently Transfer User Profile Across Networks", journal = j-IEEE-TRANS-BIG-DATA, volume = "11", number = "1", pages = "271--285", month = feb, year = "2025", DOI = "https://doi.org/10.1109/TBDATA.2024.3414321", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Tue Dec 23 08:31:10 2025", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", fjournal = "IEEE Transactions on Big Data", journal-URL = "https://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", keywords = "Adversarial machine learning; Big Data; Clustering algorithms; Computational complexity; Knowledge engineering; social network; Social networking (online); transfer learning; Transfer learning; User profiling", } @Article{Yang:2025:CME, author = "Xi Yang and Suining He and Kang G. Shin and Mahan Tabatabaie and Jing Dai", title = "Cross-Modality and Equity-Aware Graph Pooling Fusion: a Bike Mobility Prediction Study", journal = j-IEEE-TRANS-BIG-DATA, volume = "11", number = "1", pages = "286--302", month = feb, year = "2025", DOI = "https://doi.org/10.1109/TBDATA.2024.3414280", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Tue Dec 23 08:31:10 2025", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", fjournal = "IEEE Transactions on Big Data", journal-URL = "https://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", keywords = "Accuracy; Bike sharing; differentiable pooling; equity awareness; Feature extraction; Pipelines; Predictive models; Public transportation; Shared transport; target and auxiliary graphs; Urban areas; usage prediction", } @Article{Ramos:2025:RPP, author = "Guilherme Ramos and Ludovico Boratto and Mirko Marras", title = "Robust Privacy-Preserving Federated Item Ranking in Online Marketplaces: Exploiting Platform Reputation for Effective Aggregation", journal = j-IEEE-TRANS-BIG-DATA, volume = "11", number = "1", pages = "303--309", month = feb, year = "2025", DOI = "https://doi.org/10.1109/TBDATA.2024.3505055", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Tue Dec 23 08:31:10 2025", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", fjournal = "IEEE Transactions on Big Data", journal-URL = "https://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", keywords = "Accuracy; Arithmetic; Big Data; Computational complexity; Computational modeling; Data models; Data privacy; Federated learning; Privacy; privacy-preserving computing; recommender systems; reputation systems; Training", } @Article{Anonymous:2025:RL, author = "Anonymous", title = "2024 Reviewers List*", journal = j-IEEE-TRANS-BIG-DATA, volume = "11", number = "1", pages = "310--313", month = feb, year = "2025", DOI = "https://doi.org/10.1109/TBDATA.2025.3526356", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Tue Dec 23 08:31:10 2025", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", fjournal = "IEEE Transactions on Big Data", journal-URL = "https://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", } @Article{Wang:2025:STD, author = "Shuang Wang and He Zhang and Quan Z. Sheng and Xiaoping Li and Zhu Sun and Taotao Cai and Wei Emma Zhang and Jian Yang and Qing Gao", title = "A Survey on Truth Discovery: Concepts, Methods, Applications, and Opportunities", journal = j-IEEE-TRANS-BIG-DATA, volume = "11", number = "2", pages = "314--332", month = apr, year = "2025", DOI = "https://doi.org/10.1109/TBDATA.2024.3423677", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Tue Dec 23 08:31:10 2025", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", fjournal = "IEEE Transactions on Big Data", journal-URL = "https://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", keywords = "Australia; Big Data; Correlation; Dependent sources; object confidence; Reliability; Reviews; Sensors; source reliability; Surveys; truth discovery", } @Article{Si:2025:CCD, author = "Junjun Si and Jin Yang and Yang Xiang and Li Li and Bo Tu and Rongqing Zhang", title = "{ConDTC}: Contrastive Deep Trajectory Clustering for Fine-Grained Mobility Pattern Mining", journal = j-IEEE-TRANS-BIG-DATA, volume = "11", number = "2", pages = "333--344", month = apr, year = "2025", DOI = "https://doi.org/10.1109/TBDATA.2024.3362195", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Tue Dec 23 08:31:10 2025", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", fjournal = "IEEE Transactions on Big Data", journal-URL = "https://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", keywords = "Big Data; Clustering methods; Data mining; Representation learning; Self-supervised learning; spatial-temporal data mining; Task analysis; Trajectory; Trajectory clustering; trajectory mining; trajectory representation learning", } @Article{Bai:2025:JMF, author = "Luyi Bai and Xiuting Song and Lin Zhu", title = "Joint Multi-Feature Information Entity Alignment for Cross-Lingual Temporal Knowledge Graph With {BERT}", journal = j-IEEE-TRANS-BIG-DATA, volume = "11", number = "2", pages = "345--358", month = apr, year = "2025", DOI = "https://doi.org/10.1109/TBDATA.2024.3378113", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Tue Dec 23 08:31:10 2025", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", fjournal = "IEEE Transactions on Big Data", journal-URL = "https://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", keywords = "Big Data; Entity alignment; entity description; Knowledge graphs; Object recognition; Semantics; Task analysis; temporal knowledge graph; Training; Triples (Data structure)", } @Article{Qiu:2025:WSC, author = "Dafei Qiu and Shan Xiong and Jiajin Yi and Jialin Peng", title = "Weakly-Supervised Cross-Domain Segmentation of Electron Microscopy With Sparse Point Annotation", journal = j-IEEE-TRANS-BIG-DATA, volume = "11", number = "2", pages = "359--371", month = apr, year = "2025", DOI = "https://doi.org/10.1109/TBDATA.2024.3378062", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Tue Dec 23 08:31:10 2025", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", fjournal = "IEEE Transactions on Big Data", journal-URL = "https://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", keywords = "Adaptation models; Annotations; electron microscopy; Electrons; Image segmentation; mitochondria segmentation; Predictive models; Sparse point annotation; Task analysis; Training; weakly-supervised domain adaptation", } @Article{Ji:2025:STT, author = "Junzhong Ji and Jing He and Minglong Lei and Muhua Wang and Wei Tang", title = "Spatio-Temporal Transformer Network for Weather Forecasting", journal = j-IEEE-TRANS-BIG-DATA, volume = "11", number = "2", pages = "372--387", month = apr, year = "2025", DOI = "https://doi.org/10.1109/TBDATA.2024.3378061", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Tue Dec 23 08:31:10 2025", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", fjournal = "IEEE Transactions on Big Data", journal-URL = "https://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", keywords = "Feature extraction; Forecasting; meteorological graphs; Meteorology; Predictive models; spatio-temporal neural networks; Task analysis; Transformers; transformers; Weather forecasting", } @Article{Omar:2025:DUG, author = "Kazi Shahrukh Omar and Gustavo Moreira and Daniel Hodczak and Maryam Hosseini and Nicola Colaninno and Marcos Lage and Fabio Miranda", title = "{Deep Umbra}: a Generative Approach for Sunlight Access Computation in Urban Spaces", journal = j-IEEE-TRANS-BIG-DATA, volume = "11", number = "2", pages = "388--401", month = apr, year = "2025", DOI = "https://doi.org/10.1109/TBDATA.2024.3382964", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Tue Dec 23 08:31:10 2025", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", fjournal = "IEEE Transactions on Big Data", journal-URL = "https://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", keywords = "Big Data; Buildings; Generative adversarial networks; generative adversarial networks; shadow; sunlight access; Task analysis; Training; urban analytics; Urban areas; Urban computing; Urban planning", } @Article{Wu:2025:EPS, author = "Xiang Wu and Hongchao Qin and Rong-Hua Li and Yuchen Meng and Huanzhong Duan and Yanxiong Lu and Yujing Gao and Fusheng Jin and Guoren Wang", title = "Effective Personalized Search With Heterogeneous Graph Based {Hawkes} Process", journal = j-IEEE-TRANS-BIG-DATA, volume = "11", number = "2", pages = "402--413", month = apr, year = "2025", DOI = "https://doi.org/10.1109/TBDATA.2024.3399606", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Tue Dec 23 08:31:10 2025", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", fjournal = "IEEE Transactions on Big Data", journal-URL = "https://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", keywords = "Big Data; Feature extraction; Hawkes process; heterogeneous graph; History; personalized search; Search engines; Search problems; Social networking (online); Transformers", } @Article{Borah:2025:DLB, author = "Anindita Borah", title = "Deep Learning Based Anomaly Detection Approach for Air Pollution Assessment", journal = j-IEEE-TRANS-BIG-DATA, volume = "11", number = "2", pages = "414--425", month = apr, year = "2025", DOI = "https://doi.org/10.1109/TBDATA.2024.3403392", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Tue Dec 23 08:31:10 2025", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", fjournal = "IEEE Transactions on Big Data", journal-URL = "https://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", keywords = "Air pollution; Anomaly detection; anomaly detection; Atmospheric modeling; Correlation; Deep learning; deep learning; long short term memory; Predictive models; time series; Time series analysis", } @Article{Lan:2025:MEB, author = "Yuqing Lan and Zhenghao Liu and Yu Gu and Xiaoyuan Yi and Xiaohua Li and Liner Yang and Ge Yu", title = "Multi-Evidence Based Fact Verification via A Confidential Graph Neural Network", journal = j-IEEE-TRANS-BIG-DATA, volume = "11", number = "2", pages = "426--437", month = apr, year = "2025", DOI = "https://doi.org/10.1109/TBDATA.2024.3403382", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Tue Dec 23 08:31:10 2025", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", fjournal = "IEEE Transactions on Big Data", journal-URL = "https://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", keywords = "Adaptation models; Aggregates; Big Data; Cognition; confidence score; Fact verification; graph reasoning; multi-head attention; Noise; Semantics; Task analysis", } @Article{Zhao:2025:ODC, author = "Xin Zhao and Shaolong Li and Ying Zhao and Shuowen Fu and Yunpeng Chen and Fangfang Zhou and Xin Huang and Yuwei Li and Zhuo Chen", title = "An Open Dataset of Cyber Asset Graphs for Cybercrime Research", journal = j-IEEE-TRANS-BIG-DATA, volume = "11", number = "2", pages = "438--446", month = apr, year = "2025", DOI = "https://doi.org/10.1109/TBDATA.2024.3403371", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Tue Dec 23 08:31:10 2025", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", fjournal = "IEEE Transactions on Big Data", journal-URL = "https://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", keywords = "Autonomous systems; Big Data; Computer crime; Cyber asset; cybercrime; graph; Internet; IP networks; open dataset; Security; Social networking (online)", } @Article{Wang:2025:ZZK, author = "Zhipeng Wang and Nanqing Dong and Jiahao Sun and William Knottenbelt and Yike Guo", title = "{{\tt zkFL}}: Zero-Knowledge Proof-Based Gradient Aggregation for Federated Learning", journal = j-IEEE-TRANS-BIG-DATA, volume = "11", number = "2", pages = "447--460", month = apr, year = "2025", DOI = "https://doi.org/10.1109/TBDATA.2024.3403370", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Tue Dec 23 08:31:10 2025", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", fjournal = "IEEE Transactions on Big Data", journal-URL = "https://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", keywords = "Arithmetic; Big Data; Blockchains; Computational modeling; Data models; Federated learning; Privacy; security; Training; trustworthy machine learning; zero-knowledge proof", } @Article{Fang:2025:IPA, author = "Junbin Fang and Canjian Jiang and You Jiang and Puxi Lin and Zhaojie Chen and Yujing Sun and Siu-Ming Yiu and Zoe L. Jiang", title = "Imperceptible Physical Attack Against Face Recognition Systems via {LED} Illumination Modulation", journal = j-IEEE-TRANS-BIG-DATA, volume = "11", number = "2", pages = "461--473", month = apr, year = "2025", DOI = "https://doi.org/10.1109/TBDATA.2024.3403377", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Tue Dec 23 08:31:10 2025", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", fjournal = "IEEE Transactions on Big Data", journal-URL = "https://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", keywords = "adversarial attack; Face detection; Face recognition; LED illumination modulation; Light emitting diodes; Lighting; Perturbation methods; Predictive models; Security", } @Article{Liu:2025:SIF, author = "Xiaoyi Liu and Duxin Chen and Wenjia Wei and Xia Zhu and Hao Shi and Wenwu Yu", title = "System Identification With {Fourier} Transformation for Long-Term Time Series Forecasting", journal = j-IEEE-TRANS-BIG-DATA, volume = "11", number = "2", pages = "474--484", month = apr, year = "2025", DOI = "https://doi.org/10.1109/TBDATA.2024.3407568", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Tue Dec 23 08:31:10 2025", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", fjournal = "IEEE Transactions on Big Data", journal-URL = "https://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", keywords = "Computational modeling; long-term prediction; machine learning; Mathematical models; model-based method; Predictive models; sparse identification; Sparse matrices; System identification; Task analysis; Time series analysis; Time-series prediction", } @Article{Pi:2025:UPS, author = "Yueyang Pi and Yiqing Shi and Shide Du and Yang Huang and Shiping Wang", title = "Unsupervised Projected Sample Selector for Active Learning", journal = j-IEEE-TRANS-BIG-DATA, volume = "11", number = "2", pages = "485--498", month = apr, year = "2025", DOI = "https://doi.org/10.1109/TBDATA.2024.3407545", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Tue Dec 23 08:31:10 2025", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", fjournal = "IEEE Transactions on Big Data", journal-URL = "https://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", keywords = "Active learning; Big Data; Clustering algorithms; Data models; deep learning; differentiable networks; Dimensionality reduction; Fitting; machine learning; orthogonal projection; Redundancy; Vectors", } @Article{Peng:2025:ANA, author = "Qiyao Peng and Yinghui Wang and Pengfei Jiao and Huaming Wu and Wenjun Wang", title = "Accurate Network Alignment via Consistency in Node Evolution", journal = j-IEEE-TRANS-BIG-DATA, volume = "11", number = "2", pages = "499--511", month = apr, year = "2025", DOI = "https://doi.org/10.1109/TBDATA.2024.3407543", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Tue Dec 23 08:31:10 2025", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", fjournal = "IEEE Transactions on Big Data", journal-URL = "https://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", keywords = "Big Data; Evolution (biology); Focusing; global consistency; Knowledge graphs; local consistency; Long short term memory; Network alignment; network evolution; Periodic structures; Proteins", } @Article{Yuan:2025:RLF, author = "Chenhan Yuan and Ryan Rossi and Andrew Katz and Hoda Eldardiry", title = "A Reinforcement Learning Framework for {$N$}-Ary Document-Level Relation Extraction", journal = j-IEEE-TRANS-BIG-DATA, volume = "11", number = "2", pages = "512--523", month = apr, year = "2025", DOI = "https://doi.org/10.1109/TBDATA.2024.3410099", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Tue Dec 23 08:31:10 2025", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", fjournal = "IEEE Transactions on Big Data", journal-URL = "https://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", keywords = "Adaptation models; Big Data; contrastive learning; document-level extraction; Knowledge based systems; Noise; Noise reduction; reinforcement learning; Relation extraction; Task analysis; Training", } @Article{Xu:2025:USP, author = "Heng Xu and Tianqing Zhu and Lefeng Zhang and Wanlei Zhou and Philip S. Yu", title = "Update Selective Parameters: Federated Machine Unlearning Based on Model Explanation", journal = j-IEEE-TRANS-BIG-DATA, volume = "11", number = "2", pages = "524--539", month = apr, year = "2025", DOI = "https://doi.org/10.1109/TBDATA.2024.3409947", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Tue Dec 23 08:31:10 2025", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", fjournal = "IEEE Transactions on Big Data", journal-URL = "https://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", keywords = "Computational modeling; Data models; Federated learning; federated learning; federated unlearning; Machine learning; Machine unlearning; model explanation; Servers; Training; Training data", } @Article{Du:2025:SSG, author = "Pengfei Du and Yali Gao and Linghui Li and Xiaoyong Li", title = "{SGAMF}: Sparse Gated Attention-Based Multimodal Fusion Method for Fake News Detection", journal = j-IEEE-TRANS-BIG-DATA, volume = "11", number = "2", pages = "540--552", month = apr, year = "2025", DOI = "https://doi.org/10.1109/TBDATA.2024.3414341", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Tue Dec 23 08:31:10 2025", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", fjournal = "IEEE Transactions on Big Data", journal-URL = "https://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", keywords = "Accuracy; Blogs; COVID-19; Fake news; fake news detection; Feature extraction; Logic gates; multimodal fusion; Social networking (online); Sparse gated attention", } @Article{Shu:2025:DCM, author = "Zhenqiu Shu and Yibing Bai and Kailing Yong and Zhengtao Yu", title = "Deep Cross-Modal Hashing With Ranking Learning for Noisy Labels", journal = j-IEEE-TRANS-BIG-DATA, volume = "11", number = "2", pages = "553--565", month = apr, year = "2025", DOI = "https://doi.org/10.1109/TBDATA.2024.3423704", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Tue Dec 23 08:31:10 2025", bibsource = "https://www.math.utah.edu/pub/tex/bib/hash.bib; https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", fjournal = "IEEE Transactions on Big Data", journal-URL = "https://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", keywords = "Codes; Cross-modal retrieval; deep hashing; Feature extraction; Noise; Noise measurement; noisy labels; ranking-swapping; semantic alignment; Semantics; Task analysis; Training", } @Article{Liu:2025:HHI, author = "Tianpeng Liu and Jing Li and Amin Beheshti and Jia Wu and Jun Chang and Beihang Song and Lezhi Lian", title = "{HEART}: Historically Information Embedding and Subspace Re-Weighting Transformer-Based Tracking", journal = j-IEEE-TRANS-BIG-DATA, volume = "11", number = "2", pages = "566--577", month = apr, year = "2025", DOI = "https://doi.org/10.1109/TBDATA.2024.3423672", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Tue Dec 23 08:31:10 2025", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", fjournal = "IEEE Transactions on Big Data", journal-URL = "https://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", keywords = "Computational efficiency; Computational modeling; Heart; historical information embedding; multi-head self-attention; Siamese network; Target tracking; Task analysis; Transformer; Transformers; visual object tracking; Visualization", } @Article{Wang:2025:SKR, author = "Zikang Wang and Linjing Li and Daniel Dajun Zeng", title = "Symbolic Knowledge Reasoning on Hyper-Relational Knowledge Graphs", journal = j-IEEE-TRANS-BIG-DATA, volume = "11", number = "2", pages = "578--590", month = apr, year = "2025", DOI = "https://doi.org/10.1109/TBDATA.2024.3423670", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Tue Dec 23 08:31:10 2025", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", fjournal = "IEEE Transactions on Big Data", journal-URL = "https://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", keywords = "Big Data; Cognition; Hyper-relational knowledge graph; Knowledge graphs; knowledge reasoning; multi-hop reasoning; Representation learning; Spread spectrum communication; Tensors; Transformers", } @Article{Chang:2025:DVA, author = "Baofeng Chang and Guodao Sun and Sujia Zhu and Qi Jiang and Wang Xia and Jingwei Tang and Ronghua Liang", title = "{DBNetVizor}: Visual Analysis of Dynamic Basketball Player Networks", journal = j-IEEE-TRANS-BIG-DATA, volume = "11", number = "2", pages = "591--605", month = apr, year = "2025", DOI = "https://doi.org/10.1109/TBDATA.2024.3423721", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Tue Dec 23 08:31:10 2025", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", fjournal = "IEEE Transactions on Big Data", journal-URL = "https://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", keywords = "Data mining; Data visualization; Dynamic basketball player network; dynamic network analysis; Feature extraction; Heuristic algorithms; hierarchical snapshot; Network topology; network visualization; Sports; Visualization", } @Article{Rahmani:2025:AAG, author = "Hoda Rahmani and Anthony J. Olejniczak and Gary R. Weckman", title = "{AGE}: Age-Gender Effect on Faculty Career Progression in {American} Universities", journal = j-IEEE-TRANS-BIG-DATA, volume = "11", number = "2", pages = "606--619", month = apr, year = "2025", DOI = "https://doi.org/10.1109/TBDATA.2024.3423726", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Tue Dec 23 08:31:10 2025", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", fjournal = "IEEE Transactions on Big Data", journal-URL = "https://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", keywords = "Academic career; age bias; age-gender bias; Aging; association rule mining; Big Data; classification; clustering; Education; Employment; Engineering profession; ensemble learning; extreme gradient boosting; gender bias; machine learning; Productivity; random forest; Sociology", } @Article{Xie:2025:ASS, author = "Xinlin Xie and Jing Fan and Xinying Xu and Gang Xie", title = "Adaptive Superpixel Segmentation With Non-Uniform Seed Initialization", journal = j-IEEE-TRANS-BIG-DATA, volume = "11", number = "2", pages = "620--634", month = apr, year = "2025", DOI = "https://doi.org/10.1109/TBDATA.2024.3423719", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Tue Dec 23 08:31:10 2025", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", fjournal = "IEEE Transactions on Big Data", journal-URL = "https://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", keywords = "Big Data; Clustering algorithms; Computational complexity; disconnected regions; Image color analysis; Image segmentation; Lattices; non-uniform; pre-processing; small objects; Superpixels; Weight measurement", } @Article{Liu:2025:DDC, author = "Chang Liu and Dacao Zhang and Meng Wang", title = "{DCLCSE}: Dynamic Curriculum Learning Based Contrastive Learning of Sentence Embeddings", journal = j-IEEE-TRANS-BIG-DATA, volume = "11", number = "2", pages = "635--647", month = apr, year = "2025", DOI = "https://doi.org/10.1109/TBDATA.2024.3423650", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Tue Dec 23 08:31:10 2025", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", fjournal = "IEEE Transactions on Big Data", journal-URL = "https://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", keywords = "Computational modeling; Contrastive learning; curriculum learning; Data augmentation; Representation learning; sample difficulty; Semantics; sentence representation; Task analysis; Training", } @Article{Wang:2025:RFD, author = "Meng Wang and Kai Yu and Chun-Mei Feng and Yiming Qian and Ke Zou and Lianyu Wang and Rick Siow Mong Goh and Xinxing Xu and Yong Liu and Huazhu Fu", title = "Reliable Federated Disentangling Network for Non-{IID} Domain Feature", journal = j-IEEE-TRANS-BIG-DATA, volume = "11", number = "2", pages = "648--658", month = apr, year = "2025", DOI = "https://doi.org/10.1109/TBDATA.2024.3423694", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Tue Dec 23 08:31:10 2025", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", fjournal = "IEEE Transactions on Big Data", journal-URL = "https://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", keywords = "Computational modeling; feature disentangling; Federated learning; Reliability; reliability; Representation learning; Servers; Task analysis; Uncertainty; uncertainty", } @Article{Beikmohammadi:2025:CFL, author = "Ali Beikmohammadi and Sarit Khirirat and Sindri Magn{\'u}sson", title = "On the Convergence of Federated Learning Algorithms Without Data Similarity", journal = j-IEEE-TRANS-BIG-DATA, volume = "11", number = "2", pages = "659--668", month = apr, year = "2025", DOI = "https://doi.org/10.1109/TBDATA.2024.3423693", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Tue Dec 23 08:31:10 2025", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", fjournal = "IEEE Transactions on Big Data", journal-URL = "https://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", keywords = "Compression algorithms; Computational modeling; Convergence; Data models; Federated learning; federated learning; gradient methods; machine learning; Optimization; Schedules; Stochastic processes", } @Article{Yao:2025:MDC, author = "Zhiyi Yao and Bowen Ding and Qianlan Bai and Yuedong Xu", title = "{Minerva}: Decentralized Collaborative Query Processing Over {InterPlanetary} File System", journal = j-IEEE-TRANS-BIG-DATA, volume = "11", number = "2", pages = "669--683", month = apr, year = "2025", DOI = "https://doi.org/10.1109/TBDATA.2024.3423729", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Tue Dec 23 08:31:10 2025", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", fjournal = "IEEE Transactions on Big Data", journal-URL = "https://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", keywords = "Big Data; decentralized query; Distributed databases; distributed hash table; Engines; InterPlanetary File System; IPFS; Memory; Merkle tree; Soft sensors; Structured Query Language", } @Article{Guo:2025:DGC, author = "Xiaoyu Guo and Yan Liu and Daofu Gong and Fenlin Liu", title = "Dual Graph Convolutional Networks for Social Network Alignment", journal = j-IEEE-TRANS-BIG-DATA, volume = "11", number = "2", pages = "684--695", month = apr, year = "2025", DOI = "https://doi.org/10.1109/TBDATA.2024.3423699", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Tue Dec 23 08:31:10 2025", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", fjournal = "IEEE Transactions on Big Data", journal-URL = "https://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", keywords = "Data mining; Feature extraction; graph convolutional network; Graph convolutional networks; graph representation learning; Representation learning; Social network alignment; social network analysis; Social networking (online); Task analysis; Vectors", } @Article{Liu:2025:DIF, author = "Huiting Liu and Huaxiu Zhang and Peipei Li and Peng Zhao and Xindong Wu", title = "Denoising Implicit Feedback for Graph Collaborative Filtering via Causal Intervention", journal = j-IEEE-TRANS-BIG-DATA, volume = "11", number = "2", pages = "696--709", month = apr, year = "2025", DOI = "https://doi.org/10.1109/TBDATA.2024.3423727", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Tue Dec 23 08:31:10 2025", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", fjournal = "IEEE Transactions on Big Data", journal-URL = "https://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", keywords = "Bipartite graph; Causal intervention; Collaborative filtering; denoising; graph collaborative filtering; Instruments; Noise; Noise measurement; Noise reduction; recommender system; Recommender systems; self-supervised learning", } @Article{Wu:2025:WSB, author = "Xue Wu and Liangxiao Jiang and Wenjun Zhang and Chaoqun Li", title = "Worker Similarity-Based Label Completion for Crowdsourcing", journal = j-IEEE-TRANS-BIG-DATA, volume = "11", number = "2", pages = "710--721", month = apr, year = "2025", DOI = "https://doi.org/10.1109/TBDATA.2024.3426310", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Tue Dec 23 08:31:10 2025", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", fjournal = "IEEE Transactions on Big Data", journal-URL = "https://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", keywords = "Annotations; Big Data; Crowdsourcing; Crowdsourcing learning; label completion; Noise; Noise measurement; Pearson's correlation; Sparse matrices; Vectors; worker similarity", } @Article{He:2025:RJG, author = "Yanfang He and Umi Kalsom Yusof", title = "Robust Joint Graph Learning for Multi-View Clustering", journal = j-IEEE-TRANS-BIG-DATA, volume = "11", number = "2", pages = "722--734", month = apr, year = "2025", DOI = "https://doi.org/10.1109/TBDATA.2024.3426277", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Tue Dec 23 08:31:10 2025", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", fjournal = "IEEE Transactions on Big Data", journal-URL = "https://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", keywords = "$ \ell _{1}$ \ell 1 -norm; Clustering algorithms; Feature extraction; Laplace equations; Linear programming; multi-view clustering; Noise; noise robustness; rank constraint; Robustness; Unified graph matrix; Vectors", } @Article{Gou:2025:GCN, author = "Jianping Gou and Youhui Cheng and Yibing Zhan and Baosheng Yu and Weihua Ou and Yi Zhang", title = "Graph Convolutional Networks With Collaborative Feature Fusion for Sequential Recommendation", journal = j-IEEE-TRANS-BIG-DATA, volume = "11", number = "2", pages = "735--747", month = apr, year = "2025", DOI = "https://doi.org/10.1109/TBDATA.2024.3426355", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Tue Dec 23 08:31:10 2025", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", fjournal = "IEEE Transactions on Big Data", journal-URL = "https://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", keywords = "Accuracy; Big Data; Collaboration; Computer science; Feature extraction; Feature fusion; Federated learning; Graph convolutional networks; graph convolutional networks; online distillation; sequential recommendation", } @Article{Shi:2025:ELB, author = "Ruize Shi and Hong Huang and Xue Lin and Kehan Yin and Wei Zhou and Hai Jin", title = "Efficient Learning for Billion-Scale Heterogeneous Information Networks", journal = j-IEEE-TRANS-BIG-DATA, volume = "11", number = "2", pages = "748--760", month = apr, year = "2025", DOI = "https://doi.org/10.1109/TBDATA.2024.3428331", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Tue Dec 23 08:31:10 2025", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", fjournal = "IEEE Transactions on Big Data", journal-URL = "https://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", keywords = "Big Data; Efficiency; Graph neural networks; heterogeneous graph neural network; heterogeneous information network; Memory management; Message passing; Semantics; Task analysis; Training", } @Article{Wang:2025:LHO, author = "Zhi Wang and Qiang Lin and Yaxiong Ma and Xiaoke Ma", title = "Local High-Order Graph Learning for Multi-View Clustering", journal = j-IEEE-TRANS-BIG-DATA, volume = "11", number = "2", pages = "761--773", month = apr, year = "2025", DOI = "https://doi.org/10.1109/TBDATA.2024.3433525", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Tue Dec 23 08:31:10 2025", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", fjournal = "IEEE Transactions on Big Data", journal-URL = "https://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", keywords = "Clustering algorithms; Correlation; Data structures; diversity; Feature extraction; local high-order graph; Matrix decomposition; Multi-view clustering; tensor nuclear norm; Tensors; Vectors", } @Article{Chen:2025:SSB, author = "Jiajun Chen and Chunqiang Hu and Zewei Liu and Tao Xiang and Pengfei Hu and Jiguo Yu", title = "Secret Specification Based Personalized Privacy-Preserving Analysis in Big Data", journal = j-IEEE-TRANS-BIG-DATA, volume = "11", number = "2", pages = "774--787", month = apr, year = "2025", DOI = "https://doi.org/10.1109/TBDATA.2024.3433433", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Tue Dec 23 08:31:10 2025", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", fjournal = "IEEE Transactions on Big Data", journal-URL = "https://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", keywords = "Big Data; Data analysis; Data privacy; Differential privacy; differential privacy; personalized privacy preservation; Privacy; Protection; secret specification; Sensitivity", } @Article{Li:2025:AGG, author = "Yihui Li and Yuanfang Guo and Junfu Wang and Shihao Nie and Liang Yang and Di Huang and Yunhong Wang", title = "{ALD-GCN}: Graph Convolutional Networks With Attribute-Level Defense", journal = j-IEEE-TRANS-BIG-DATA, volume = "11", number = "2", pages = "788--799", month = apr, year = "2025", DOI = "https://doi.org/10.1109/TBDATA.2024.3433553", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Tue Dec 23 08:31:10 2025", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", fjournal = "IEEE Transactions on Big Data", journal-URL = "https://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", keywords = "adversarial attacks; Big Data; Data models; Graph neural networks (GNNs); Laplace equations; Perturbation methods; robustness; Symmetric matrices; Testing; Training", } @Article{Zhang:2025:SPI, author = "Wenxiang Zhang and Ye Yuan and Hang Wei and Wenjing Zhang and Bin Liu", title = "A Systemic Pipeline of Identifying {lncRNA-Disease} Associations to the Prognosis and Treatment of Hepatocellular Carcinoma", journal = j-IEEE-TRANS-BIG-DATA, volume = "11", number = "2", pages = "800--809", month = apr, year = "2025", DOI = "https://doi.org/10.1109/TBDATA.2024.3433380", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Tue Dec 23 08:31:10 2025", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", fjournal = "IEEE Transactions on Big Data", journal-URL = "https://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", keywords = "Biology; disease prognosis and treatment; Disease-associated lncRNAs identification; Diseases; Heterogeneous networks; Immune system; interactions between various bio-entities; Medical treatment; molecular pathogenesis analysis; Pipelines; Prognostics and health management", } @Article{Peng:2025:AFM, author = "Zhen Peng and Wanquan Liu and Sung-Kwun Oh", title = "{AFS-FCM} With Memory: a Model for Air Quality Multi-Dimensional Prediction With Interpretability", journal = j-IEEE-TRANS-BIG-DATA, volume = "11", number = "2", pages = "810--820", month = apr, year = "2025", DOI = "https://doi.org/10.1109/TBDATA.2024.3433467", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Tue Dec 23 08:31:10 2025", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", fjournal = "IEEE Transactions on Big Data", journal-URL = "https://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", keywords = "Air quality; air quality prediction with interpretability; Atmospheric modeling; axiomatic fuzzy set; Correlation; fuzzy cognitive map; Fuzzy sets; Multi-dimensional time series; Predictive models; semantics; Semantics; Time series analysis", } @Article{Pu:2025:MDL, author = "Chunyu Pu and Yingxu Liu and Shuai Lin and Xu Shi and Zhengying Li and Hong Huang", title = "Multimodal Deep Learning for Semisupervised Classification of Hyperspectral and {LiDAR} Data", journal = j-IEEE-TRANS-BIG-DATA, volume = "11", number = "2", pages = "821--834", month = apr, year = "2025", DOI = "https://doi.org/10.1109/TBDATA.2024.3433494", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Tue Dec 23 08:31:10 2025", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", fjournal = "IEEE Transactions on Big Data", journal-URL = "https://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", keywords = "Big Data; Data mining; Feature extraction; feature fusion; hyperspectral image; Hyperspectral imaging; Laser radar; light detection and ranging (LiDAR); Multimodality; semisupervised classification; Training; Transformers", } @Article{Chen:2025:ACT, author = "Hai Chen and Shu Zhao and Xiao Yang and Huanqian Yan and Yuan He and Hui Xue and Fulan Qian and Hang Su", title = "{ANF}: Crafting Transferable Adversarial Point Clouds via Adversarial Noise Factorization", journal = j-IEEE-TRANS-BIG-DATA, volume = "11", number = "2", pages = "835--847", month = apr, year = "2025", DOI = "https://doi.org/10.1109/TBDATA.2024.3436593", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Tue Dec 23 08:31:10 2025", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", fjournal = "IEEE Transactions on Big Data", journal-URL = "https://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", keywords = "adversarial attack; adversarial noise factorization; Feature extraction; Noise; Pipelines; Point cloud compression; Solid modeling; Task analysis; Three-dimensional displays; Transferability", } @Article{Song:2025:QAM, author = "Yang Song and Yu Gu and Min Huang and Ge Yu", title = "A Query-Aware Method for Approximate Range Search in {Hamming} Space", journal = j-IEEE-TRANS-BIG-DATA, volume = "11", number = "2", pages = "848--860", month = apr, year = "2025", DOI = "https://doi.org/10.1109/TBDATA.2024.3436636", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Tue Dec 23 08:31:10 2025", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", fjournal = "IEEE Transactions on Big Data", journal-URL = "https://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", keywords = "Accuracy; Approximate range search; Big Data; Hamming distances; hamming space; query-aware dimension partitioning; sampling; Search problems; Space exploration; Task analysis; Vectors", } @Article{Li:2025:LBD, author = "Ruiyuan Li and Jiajun Li and Minxin Zhou and Rubin Wang and Huajun He and Chao Chen and Jie Bao and Yu Zheng", title = "Learning-Based Distributed Spatio-Temporal $k$-Nearest Neighbors Join", journal = j-IEEE-TRANS-BIG-DATA, volume = "11", number = "2", pages = "861--878", month = apr, year = "2025", DOI = "https://doi.org/10.1109/TBDATA.2024.3442539", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Tue Dec 23 08:31:10 2025", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", fjournal = "IEEE Transactions on Big Data", journal-URL = "https://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", keywords = "AI4DB; Bayes methods; Bayesian optimization; Big Data; Cluster computing; Concurrent computing; distributed computing; Geometry; Indexes; knob tuning; spatio -temporal $k$ k NN join; Tuning", } @Article{Wang:2025:DND, author = "Jie-Feng Wang and Wan-Lei Zhao and Shihai Xiao and Jiajie Yao and Xuecang Zhang", title = "{Dynamic NN-Descent}: an Efficient $k$-{NN} Graph Construction Method", journal = j-IEEE-TRANS-BIG-DATA, volume = "11", number = "2", pages = "879--886", month = apr, year = "2025", DOI = "https://doi.org/10.1109/TBDATA.2024.3460534", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Tue Dec 23 08:31:10 2025", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", fjournal = "IEEE Transactions on Big Data", journal-URL = "https://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", keywords = "Context; Dynamic NN-Descent; GPU; Graphics processing units; Heuristic algorithms; Instruction sets; Iterative methods; k-NN graph; Measurement; Memory management; NN- descent", } @Article{Jiao:2025:CGC, author = "Pengfei Jiao and Peng Yan and Jilin Zhang and Biao Wang and Wang Zhang and Nailiang Zhao", title = "Combine the Growth of Cascades and Impact of Users for Diffusion Prediction", journal = j-IEEE-TRANS-BIG-DATA, volume = "11", number = "2", pages = "887--895", month = apr, year = "2025", DOI = "https://doi.org/10.1109/TBDATA.2024.3460530", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Tue Dec 23 08:31:10 2025", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", fjournal = "IEEE Transactions on Big Data", journal-URL = "https://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", keywords = "Attention mechanisms; Data mining; Deep learning; deep learning; Feature extraction; graph neural networks; Information diffusion; information diffusion; Predictive models; Recurrent neural networks; Representation learning", } @Article{Yang:2025:EEH, author = "Guang Yang and Jing Zhang and Giorgos Papanastasiou and Ge Wang and Dacheng Tao", title = "Editorial Emerging Horizons: The Rise of Large Language Models and Cross-Modal Generative {AI}", journal = j-IEEE-TRANS-BIG-DATA, volume = "11", number = "3", pages = "896--897", month = jun, year = "2025", DOI = "https://doi.org/10.1109/TBDATA.2025.3537217", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Tue Dec 23 08:31:10 2025", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", fjournal = "IEEE Transactions on Big Data", journal-URL = "https://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", } @Article{Yu:2025:CLS, author = "Peipeng Yu and Jiahan Chen and Xuan Feng and Zhihua Xia", title = "{CHEAT}: a Large-Scale Dataset for Detecting {CHatGPT-writtEn AbsTracts}", journal = j-IEEE-TRANS-BIG-DATA, volume = "11", number = "3", pages = "898--906", month = jun, year = "2025", DOI = "https://doi.org/10.1109/TBDATA.2025.3536929", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Tue Dec 23 08:31:10 2025", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", fjournal = "IEEE Transactions on Big Data", journal-URL = "https://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", keywords = "Accuracy; Big Data; Chatbots; ChatGPT; Deep learning; Detection algorithms; Detectors; Feature extraction; Oral communication; Reinforcement learning; Social networking (online); synthetic abstracts; text synthesis detection", } @Article{Dai:2025:ALC, author = "Haixing Dai and Zhengliang Liu and Wenxiong Liao and Xiaoke Huang and Yihan Cao and Zihao Wu and Lin Zhao and Shaochen Xu and Fang Zeng and Wei Liu and Ninghao Liu and Sheng Li and Dajiang Zhu and Hongmin Cai and Lichao Sun and Quanzheng Li and Dinggang Shen and Tianming Liu and Xiang Li", title = "{AugGPT}: Leveraging {ChatGPT} for Text Data Augmentation", journal = j-IEEE-TRANS-BIG-DATA, volume = "11", number = "3", pages = "907--918", month = jun, year = "2025", DOI = "https://doi.org/10.1109/TBDATA.2025.3536934", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Tue Dec 23 08:31:10 2025", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", fjournal = "IEEE Transactions on Big Data", journal-URL = "https://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", keywords = "Accuracy; Chatbots; Data augmentation; data augmentation; Data models; Few shot learning; few-shot learning; Large language model; Large language models; natural language processing; Semantics; Text categorization; Training; Translation", } @Article{Zhang:2025:EHC, author = "Yingbo Zhang and Shumin Ren and Jiao Wang and Chaoying Zhan and Mengqiao He and Xingyun Liu and Rongrong Wu and Jing Zhao and Cong Wu and Chuanzhu Fan and Bairong Shen", title = "Expertise or Hallucination? {A} Comprehensive Evaluation of {ChatGPT's} Aptitude in Clinical Genetics", journal = j-IEEE-TRANS-BIG-DATA, volume = "11", number = "3", pages = "919--932", month = jun, year = "2025", DOI = "https://doi.org/10.1109/TBDATA.2025.3536939", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Tue Dec 23 08:31:10 2025", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", fjournal = "IEEE Transactions on Big Data", journal-URL = "https://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", keywords = "Accuracy; Big Data; Biological cells; Chatbots; ChatGPT (chat generative pre-trained transformer); chromosomal abnormalities; Clinical genetics; Databases; Diseases; genetic diseases; Genetics; knowledge hallucination; Market research; Medical diagnostic imaging; pathogenic gene; Testing", } @Article{Shao:2025:TET, author = "Wenqi Shao and Meng Lei and Yutao Hu and Peng Gao and Peng Xu and Kaipeng Zhang and Fanqing Meng and Siyuan Huang and Hongsheng Li and Yu Qiao and Ping Luo", title = "{TinyLVLM-eHub}: Towards Comprehensive and Efficient Evaluation for Large Vision-Language Models", journal = j-IEEE-TRANS-BIG-DATA, volume = "11", number = "3", pages = "933--947", month = jun, year = "2025", DOI = "https://doi.org/10.1109/TBDATA.2025.3536930", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Tue Dec 23 08:31:10 2025", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", fjournal = "IEEE Transactions on Big Data", journal-URL = "https://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", keywords = "Benchmark testing; Big Data; Cognition; evaluation method; Knowledge acquisition; Large vision-language models; multimodal evaluation benchmark; Optical character recognition; Predictive models; Semantics; Video recording; Visual perception; Visualization", } @Article{Chen:2025:LLM, author = "Chen Chen and Lei Li and Marcel Beetz and Abhirup Banerjee and Ramneek Gupta and Vicente Grau", title = "Large Language Model-Informed {ECG} Dual Attention Network for Heart Failure Risk Prediction", journal = j-IEEE-TRANS-BIG-DATA, volume = "11", number = "3", pages = "948--960", month = jun, year = "2025", DOI = "https://doi.org/10.1109/TBDATA.2025.3536922", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Tue Dec 23 08:31:10 2025", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", fjournal = "IEEE Transactions on Big Data", journal-URL = "https://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", keywords = "Biological system modeling; Data models; electrocardiogram; Electrocardiography; Feature extraction; Hafnium; heart failure; interpretable artificial intelligence; Large language model; Large language models; Lead; multi-modal learning; Predictive models; Representation learning; risk prediction; Training", } @Article{Jiang:2025:HMR, author = "Mengying Jiang and Guizhong Liu and Yuanchao Su and Weiqiang Jin and Biao Zhao", title = "Hierarchical Multi-Relational Graph Representation Learning for Large-Scale Prediction of Drug-Drug Interactions", journal = j-IEEE-TRANS-BIG-DATA, volume = "11", number = "3", pages = "961--975", month = jun, year = "2025", DOI = "https://doi.org/10.1109/TBDATA.2025.3536924", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Tue Dec 23 08:31:10 2025", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", fjournal = "IEEE Transactions on Big Data", journal-URL = "https://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", keywords = "Accuracy; Big Data; Correlation; Drugs; Feature extraction; Graph convolutional networks; Graph representation learning; heterogeneous data sources; Image edge detection; large-scale predictor; Predictive models; Representation learning; Soft sensors; spectral clustering", } @Article{Ibanez-Lissen:2025:UTL, author = "Luis Iba{\~n}ez-Lissen and Lorena Gonz{\'a}lez-Manzano and Jos{\'e} M. de Fuentes and Manuel Goyanes", title = "Use of Transfer Learning for Affordable In-Context Fake Review Generation", journal = j-IEEE-TRANS-BIG-DATA, volume = "11", number = "3", pages = "976--987", month = jun, year = "2025", DOI = "https://doi.org/10.1109/TBDATA.2025.3536927", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Tue Dec 23 08:31:10 2025", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", fjournal = "IEEE Transactions on Big Data", journal-URL = "https://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", keywords = "Decoding; Encoding; Fake news; Feature extraction; generation; Hands; in-context fake reviews; Mathematical models; Proposals; Reviews; Transfer learning; Transformers; transformers", } @Article{Wang:2025:TSG, author = "Yan Wang and Huiyu Zhou and Xinghui Dong", title = "Terrain Scene Generation Using a Lightweight Vector Quantized Generative Adversarial Network", journal = j-IEEE-TRANS-BIG-DATA, volume = "11", number = "3", pages = "988--1000", month = jun, year = "2025", DOI = "https://doi.org/10.1109/TBDATA.2025.3536926", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Tue Dec 23 08:31:10 2025", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", fjournal = "IEEE Transactions on Big Data", journal-URL = "https://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", keywords = "Computational modeling; Decoding; Diffusion models; Feature extraction; Generative adversarial networks; image generation; Image synthesis; lightweight networks; natural terrains; super-resolution; Superresolution; Terrain scenes; Training; Transformers; Vectors", } @Article{Nadeem:2025:MMA, author = "Mohammad Nadeem and Shahab Saquib Sohail and Dag {\O}ivind Madsen and Ahmed Ibrahim Alzahrani and Javier {Del Ser} and Khan Muhammad", title = "A Multi-Modal Assessment Framework for Comparison of Specialized Deep Learning and General-Purpose Large Language Models", journal = j-IEEE-TRANS-BIG-DATA, volume = "11", number = "3", pages = "1001--1012", month = jun, year = "2025", DOI = "https://doi.org/10.1109/TBDATA.2025.3536937", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Tue Dec 23 08:31:10 2025", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", fjournal = "IEEE Transactions on Big Data", journal-URL = "https://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", keywords = "assessment framework; Big Data; Chatbots; Data models; deep learning; Deep learning; Depression; Fake news; generative artificial intelligence; Hands; Internet; Large language models; Testing", } @Article{Chen:2025:AAT, author = "Weijie Chen and Haoyu Wang and Shicai Yang and Lei Zhang and Wei Wei and Yanning Zhang and Luojun Lin and Di Xie and Yueting Zhuang", title = "Adapt Anything: Tailor Any Image Classifier Across Domains and Categories Using Text-to-Image Diffusion Models", journal = j-IEEE-TRANS-BIG-DATA, volume = "11", number = "3", pages = "1013--1026", month = jun, year = "2025", DOI = "https://doi.org/10.1109/TBDATA.2025.3536933", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Tue Dec 23 08:31:10 2025", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", fjournal = "IEEE Transactions on Big Data", journal-URL = "https://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", keywords = "Adaptation models; Data models; data synthesis; Diffusion models; Generators; Image synthesis; Knowledge transfer; prompt diversification; Solid modeling; Synthetic data; Text to image; Text-to-image diffusion models; Three-dimensional displays; unsupervised domain adaptation", } @Article{Wu:2025:ETO, author = "Zihao Wu and Lu Zhang and Chao Cao and Xiaowei Yu and Zhengliang Liu and Lin Zhao and Yiwei Li and Haixing Dai and Chong Ma and Gang Li and Wei Liu and Quanzheng Li and Dinggang Shen and Xiang Li and Dajiang Zhu and Tianming Liu", title = "Exploring the Trade-Offs: Unified Large Language Models vs Local Fine-Tuned Models for Highly-Specific Radiology {NLI} Task", journal = j-IEEE-TRANS-BIG-DATA, volume = "11", number = "3", pages = "1027--1041", month = jun, year = "2025", DOI = "https://doi.org/10.1109/TBDATA.2025.3536928", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Tue Dec 23 08:31:10 2025", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", fjournal = "IEEE Transactions on Big Data", journal-URL = "https://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", keywords = "Benchmark testing; Chatbots; Cognition; Electronic mail; Encyclopedias; Internet; Large language models; natural language inference; natural language processing; Natural languages; Online services; Radiology; radiology report; Training", } @Article{Sepulveda-Torres:2025:WWM, author = "Robiert Sep{\'u}lveda-Torres and Iv{\'a}n Mart{\'\i}nez-Murillo and Estela Saquete and Elena Lloret and Manuel Palomar", title = "To Write or Not to Write as a Machine? {That}'s the Question", journal = j-IEEE-TRANS-BIG-DATA, volume = "11", number = "3", pages = "1042--1053", month = jun, year = "2025", DOI = "https://doi.org/10.1109/TBDATA.2025.3536938", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Tue Dec 23 08:31:10 2025", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", fjournal = "IEEE Transactions on Big Data", journal-URL = "https://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", keywords = "AI-generated content; Art; Chatbots; Detectors; Feature extraction; Generative AI; large language models; Multi-task learning; Multilingual; multilingual; Multitasking; natural language processing; Reliability; Text detection; Transformers", } @Article{Zhao:2025:HHF, author = "Shu Zhao and Yuanfang Cheng and Yanping Zhang and Jie Chen and Zhen Duan and Yang Sun and Xinyuan Wang", title = "{HyFit}: Hybrid Fine-Tuning With Diverse Sampling for Abstractive Summarization", journal = j-IEEE-TRANS-BIG-DATA, volume = "11", number = "3", pages = "1054--1065", month = jun, year = "2025", DOI = "https://doi.org/10.1109/TBDATA.2024.3387311", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Tue Dec 23 08:31:10 2025", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", fjournal = "IEEE Transactions on Big Data", journal-URL = "https://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", keywords = "Abstractive summarization; contrastive learning; Decoding; hybrid fine-tuning; Reinforcement learning; reinforcement learning; sampling method; Sampling methods; Self-supervised learning; Semantics; Task analysis; Training", } @Article{Ding:2025:XEE, author = "Xiao Ding and Bibo Cai and Xue Li and Ting Liu and Bing Qin", title = "{x-ECON}: Explainable Event-Consumption Commonsense Reasoning", journal = j-IEEE-TRANS-BIG-DATA, volume = "11", number = "3", pages = "1066--1077", month = jun, year = "2025", DOI = "https://doi.org/10.1109/TBDATA.2023.3348999", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Tue Dec 23 08:31:10 2025", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", fjournal = "IEEE Transactions on Big Data", journal-URL = "https://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", keywords = "Annotations; Clothing; Commonsense reasoning; Crowdsourcing; Electrocardiography; knowledge acquisition; natural language processing; Pediatrics; Pregnancy; Task analysis", } @Article{Sang:2025:BDT, author = "Lei Sang and Mingyuan Liu and Yi Zhang and Yuee Huang and Yiwen Zhang", title = "Bi-Directional Transfer Graph Contrastive Learning for Social Recommendation", journal = j-IEEE-TRANS-BIG-DATA, volume = "11", number = "3", pages = "1078--1090", month = jun, year = "2025", DOI = "https://doi.org/10.1109/TBDATA.2024.3387340", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Tue Dec 23 08:31:10 2025", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", fjournal = "IEEE Transactions on Big Data", journal-URL = "https://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", keywords = "Bidirectional control; Big Data; Collaboration; contrastive learning; graph neural networks; Noise; Recommender systems; Self-supervised learning; Social networking (online); Social recommendation", } @Article{Bai:2025:URL, author = "Haoyue Bai and Min Hou and Le Wu and Yonghui Yang and Kun Zhang and Richang Hong and Meng Wang", title = "Unified Representation Learning for Discrete Attribute Enhanced Completely Cold-Start Recommendation", journal = j-IEEE-TRANS-BIG-DATA, volume = "11", number = "3", pages = "1091--1102", month = jun, year = "2025", DOI = "https://doi.org/10.1109/TBDATA.2024.3387276", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Tue Dec 23 08:31:10 2025", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", fjournal = "IEEE Transactions on Big Data", journal-URL = "https://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", keywords = "Adaptation models; Big Data; Cold-Start problem; Collaboration; contrastive learning; Mutual information; recommender system; Semantics; Training; Transformers", } @Article{Sun:2025:RRS, author = "Yujing Sun and Hao Xiong and Siu Ming Yiu", title = "Restoration of Recaptured Screen Images With a Divide and Conquer Strategy", journal = j-IEEE-TRANS-BIG-DATA, volume = "11", number = "3", pages = "1103--1115", month = jun, year = "2025", DOI = "https://doi.org/10.1109/TBDATA.2024.3442538", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Tue Dec 23 08:31:10 2025", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", fjournal = "IEEE Transactions on Big Data", journal-URL = "https://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", keywords = "Brightness; Distortion; Image color analysis; Image decomposition; Image restoration; Moir{\'e} pattern removal; recaptured screen image; Task analysis; Training", } @Article{Zhang:2025:WNS, author = "Hefu Zhang and Yong Ge and Yan Zhuang and Enhong Chen", title = "Where is the Next Step? {Predicting} the Scientific Impact of Research Career", journal = j-IEEE-TRANS-BIG-DATA, volume = "11", number = "3", pages = "1116--1127", month = jun, year = "2025", DOI = "https://doi.org/10.1109/TBDATA.2024.3442550", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Tue Dec 23 08:31:10 2025", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", fjournal = "IEEE Transactions on Big Data", journal-URL = "https://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", keywords = "Engineering profession; Feature extraction; graph representation; heterogeneous graph; knowledge distillation; Knowledge engineering; Planning; Predictive models; Scientific impact; Task analysis; Training", } @Article{Lu:2025:DFK, author = "Zihao Lu and Junli Wang and Changjun Jiang", title = "Data-Free Knowledge Filtering and Distillation in Federated Learning", journal = j-IEEE-TRANS-BIG-DATA, volume = "11", number = "3", pages = "1128--1143", month = jun, year = "2025", DOI = "https://doi.org/10.1109/TBDATA.2024.3442551", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Tue Dec 23 08:31:10 2025", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", fjournal = "IEEE Transactions on Big Data", journal-URL = "https://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", keywords = "Big Data; Data models; Data synthesis; Federated learning; federated learning; Generators; knowledge distillation; knowledge filtering; Predictive models; Servers; Training", } @Article{Bing:2025:EMV, author = "Rui Bing and Guan Yuan and Yanmei Zhang and Senzhang Wang and Bohan Li and Yong Zhou", title = "An Efficient Multi-View Heterogeneous Hypergraph Convolutional Network for Heterogeneous Information Network Representation Learning", journal = j-IEEE-TRANS-BIG-DATA, volume = "11", number = "3", pages = "1144--1157", month = jun, year = "2025", DOI = "https://doi.org/10.1109/TBDATA.2024.3442549", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Tue Dec 23 08:31:10 2025", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", fjournal = "IEEE Transactions on Big Data", journal-URL = "https://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", keywords = "Adaptation models; Adaptive hypergraph structure learning; Convolution; Convolutional neural networks; Correlation; Graph neural networks; heterogeneous graph representation learning; heterogeneous hypergraph neural network; Representation learning; Semantics", } @Article{Mao:2025:CFL, author = "Jingxin Mao and Xiaoyu Ma and Yanlong Bi and Rongqing Zhang", title = "A Comprehensive Federated Learning Framework for Diabetic Retinopathy Grading and Lesion Segmentation", journal = j-IEEE-TRANS-BIG-DATA, volume = "11", number = "3", pages = "1158--1170", month = jun, year = "2025", DOI = "https://doi.org/10.1109/TBDATA.2024.3442548", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Tue Dec 23 08:31:10 2025", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", fjournal = "IEEE Transactions on Big Data", journal-URL = "https://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", keywords = "Data privacy; Deep learning; Diabetic retinopathy; Federated learning; federated learning; grading; Image segmentation; lesion segmentation; Lesions; Medical diagnostic imaging; Task analysis", } @Article{Jin:2025:CRD, author = "Weiqiang Jin and Mengying Jiang and Tao Tao and Hao Zhou and Xiaotian Wang and Biao Zhao and Guang Yang", title = "Can Rumor Detection Enhance Fact Verification? {Unraveling} Cross-Task Synergies Between Rumor Detection and Fact Verification", journal = j-IEEE-TRANS-BIG-DATA, volume = "11", number = "3", pages = "1171--1187", month = jun, year = "2025", DOI = "https://doi.org/10.1109/TBDATA.2024.3442555", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Tue Dec 23 08:31:10 2025", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", fjournal = "IEEE Transactions on Big Data", journal-URL = "https://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", keywords = "Adaptation models; Cross-task knowledge augmentation; Data models; fact verification; Fake news; Feature extraction; parameter efficient fine-tuning; prompt learning; rumor detection; Semantics; Synchronization; Task analysis", } @Article{Majeed:2025:MCG, author = "Abdul Majeed and Seong Oun Hwang", title = "Moving Conditional {GAN} Close to Data: Synthetic Tabular Data Generation and Its Experimental Evaluation", journal = j-IEEE-TRANS-BIG-DATA, volume = "11", number = "3", pages = "1188--1205", month = jun, year = "2025", DOI = "https://doi.org/10.1109/TBDATA.2024.3442534", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Tue Dec 23 08:31:10 2025", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", fjournal = "IEEE Transactions on Big Data", journal-URL = "https://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", keywords = "Artificial intelligence; Biomedical imaging; Data augmentation; Data models; Data privacy; Federated learning; Generative adversarial networks; generative adversarial networks; Privacy; privacy; privacy-enhancing technology; synthetic data; utility", } @Article{Zang:2025:GAM, author = "Di Zang and Zhe Cui and Zengqiang Wang and Juntao Lei and Yongjie Ding and Chenguang Wei and Junqi Zhang", title = "Geometric Algebra Multi-Order Graph Neural Network for Traffic Prediction", journal = j-IEEE-TRANS-BIG-DATA, volume = "11", number = "3", pages = "1206--1220", month = jun, year = "2025", DOI = "https://doi.org/10.1109/TBDATA.2024.3442533", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Tue Dec 23 08:31:10 2025", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", fjournal = "IEEE Transactions on Big Data", journal-URL = "https://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", keywords = "Algebra; Convolution; Geometric algebra; graph neural network; Graph neural networks; hypergraphs; Kernel; Predictive models; temporal convolution network; Time series analysis; traffic prediction; Vectors", } @Article{Wu:2025:DAL, author = "Haitao Wu and Weiwei Li and Xiuyi Jia", title = "Domain Adaptation for Label Distribution Learning", journal = j-IEEE-TRANS-BIG-DATA, volume = "11", number = "3", pages = "1221--1234", month = jun, year = "2025", DOI = "https://doi.org/10.1109/TBDATA.2024.3442562", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Tue Dec 23 08:31:10 2025", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", fjournal = "IEEE Transactions on Big Data", journal-URL = "https://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", keywords = "Big Data; Contrastive alignment; Correlation; Degradation; domain adaptation (DA); Face recognition; label distribution learning (LDL); Semantics; Task analysis; Vectors", } @Article{Rezayi:2025:ENF, author = "Saed Rezayi and Zhengliang Liu and Zihao Wu and Chandra Dhakal and Bao Ge and Haixing Dai and Gengchen Mai and Ninghao Liu and Chen Zhen and Tianming Liu and Sheng Li", title = "Exploring New Frontiers in Agricultural {NLP}: Investigating the Potential of Large Language Models for Food Applications", journal = j-IEEE-TRANS-BIG-DATA, volume = "11", number = "3", pages = "1235--1246", month = jun, year = "2025", DOI = "https://doi.org/10.1109/TBDATA.2024.3442542", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Tue Dec 23 08:31:10 2025", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", fjournal = "IEEE Transactions on Big Data", journal-URL = "https://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", keywords = "Biological system modeling; ChatGPT; Context modeling; Data models; food applications; language models; Natural language processing; natural language processing; semantic matching; Semantics; Task analysis; Training", } @Article{Roy:2025:MMM, author = "Pradeep Kumar Roy", title = "{MMFFHS}: Multi-Modal Feature Fusion for Hate Speech Detection on Social Media", journal = j-IEEE-TRANS-BIG-DATA, volume = "11", number = "3", pages = "1247--1258", month = jun, year = "2025", DOI = "https://doi.org/10.1109/TBDATA.2024.3445372", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Tue Dec 23 08:31:10 2025", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", fjournal = "IEEE Transactions on Big Data", journal-URL = "https://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", keywords = "Blogs; Deep learning; Feature extraction; Hate speech; hate speech; multi-modal; social network; Social networking (online); Training; Transfer learning; transfer learning", } @Article{Ge:2025:EFB, author = "Yue Ge and Ying Gao and Lin Qi and Jiankai Qiu", title = "Efficient Forward and Backward Private Conjunctive Searchable Encryption With Comprehensive Verification", journal = j-IEEE-TRANS-BIG-DATA, volume = "11", number = "3", pages = "1259--1272", month = jun, year = "2025", DOI = "https://doi.org/10.1109/TBDATA.2024.3442540", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Tue Dec 23 08:31:10 2025", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", fjournal = "IEEE Transactions on Big Data", journal-URL = "https://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", keywords = "Accuracy; backward security; Cloud computing; Conjunctive keyword search; Data privacy; dynamic searchable encryption; Encryption; forward security; Indexes; Keyword search; Servers; verification", } @Article{Jia:2025:DHM, author = "Ziyu Jia and Heng Liang and Yucheng Liu and Haichao Wang and Tianzi Jiang", title = "{DistillSleepNet}: Heterogeneous Multi-Level Knowledge Distillation via Teacher Assistant for Sleep Staging", journal = j-IEEE-TRANS-BIG-DATA, volume = "11", number = "3", pages = "1273--1284", month = jun, year = "2025", DOI = "https://doi.org/10.1109/TBDATA.2024.3453763", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Tue Dec 23 08:31:10 2025", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", fjournal = "IEEE Transactions on Big Data", journal-URL = "https://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", keywords = "Brain modeling; Deep learning; deep learning; Electroencephalography; Electroencephalography (EEG); Feature extraction; knowledge distillation; Physiology; Sleep; sleep staging; Transformers", } @Article{Ding:2025:ANU, author = "Fengqian Ding and Bo Li and Xianye Ben and Jia Zhao and Hongchao Zhou", title = "{ALAD}: a New Unsupervised Time Series Anomaly Detection Paradigm Based on Activation Learning", journal = j-IEEE-TRANS-BIG-DATA, volume = "11", number = "3", pages = "1285--1297", month = jun, year = "2025", DOI = "https://doi.org/10.1109/TBDATA.2024.3453762", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Tue Dec 23 08:31:10 2025", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", fjournal = "IEEE Transactions on Big Data", journal-URL = "https://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", keywords = "Anomaly detection; Biological system modeling; biologically-plausible learning; Data models; Learning systems; Predictive models; time series analysis; Time series analysis; Training; unsupervised learning", } @Article{Chen:2025:DCC, author = "Zipeng Chen and Yuan-Gen Wang and Lin-Cheng Li", title = "Debiased Cross Contrastive Quantization for Unsupervised Image Retrieval", journal = j-IEEE-TRANS-BIG-DATA, volume = "11", number = "3", pages = "1298--1308", month = jun, year = "2025", DOI = "https://doi.org/10.1109/TBDATA.2024.3453751", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Tue Dec 23 08:31:10 2025", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", fjournal = "IEEE Transactions on Big Data", journal-URL = "https://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", keywords = "Big Data; Big data retrieval; Binary codes; Contrastive learning; contrastive learning; deep learning; Image retrieval; Loss measurement; Quantization (signal); unsupervised learning; vector quantization; Vectors", } @Article{Shi:2025:MVA, author = "Weili Shi and Sheng Li", title = "Mixup Virtual Adversarial Training for Robust Vision Transformers", journal = j-IEEE-TRANS-BIG-DATA, volume = "11", number = "3", pages = "1309--1320", month = jun, year = "2025", DOI = "https://doi.org/10.1109/TBDATA.2024.3453754", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Tue Dec 23 08:31:10 2025", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", fjournal = "IEEE Transactions on Big Data", journal-URL = "https://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", keywords = "Adversarial training; Computational modeling; Computer vision; Neural networks; Robustness; robustness; Task analysis; Training; Transformers; vision transformer", } @Article{Yan:2025:MVF, author = "Cheng Yan and Feng Zhao and Xiaohui Tao and Xiaofeng Zhu", title = "Multi-View Few-Shot Reasoning for Emerging Entities in Knowledge Graphs", journal = j-IEEE-TRANS-BIG-DATA, volume = "11", number = "3", pages = "1321--1333", month = jun, year = "2025", DOI = "https://doi.org/10.1109/TBDATA.2024.3453749", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Tue Dec 23 08:31:10 2025", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", fjournal = "IEEE Transactions on Big Data", journal-URL = "https://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", keywords = "Big Data; commonsense; Few-shot learning; Graph neural networks; Knowledge graphs; meta-learning; Metalearning; Multi-view knowledge graph; Training; Training data; unseen entities; Urban areas", } @Article{Jiang:2025:PHO, author = "Jinzhao Jiang and Yuanyuan Fu and Jian Xu", title = "{PosParser}: a Heuristic Online Log Parsing Method Based on Part-of-Speech Tagging", journal = j-IEEE-TRANS-BIG-DATA, volume = "11", number = "3", pages = "1334--1345", month = jun, year = "2025", DOI = "https://doi.org/10.1109/TBDATA.2024.3453756", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Tue Dec 23 08:31:10 2025", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", fjournal = "IEEE Transactions on Big Data", journal-URL = "https://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", keywords = "Accuracy; Big Data; Lenses; Log analysis; log parsing; Maintenance; Natural languages; Source coding; system maintenance; Tagging; trigger word extraction", } @Article{Liu:2025:MGF, author = "Heng Liu and Boyue Wang and Yanfeng Sun and Junbin Gao and Xiaoyan Li and Yongli Hu and Baocai Yin", title = "Multi-Granularity Feature Interaction and Multi-Region Selection Based Triplet Visual Question Answering", journal = j-IEEE-TRANS-BIG-DATA, volume = "11", number = "3", pages = "1346--1356", month = jun, year = "2025", DOI = "https://doi.org/10.1109/TBDATA.2024.3453750", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Tue Dec 23 08:31:10 2025", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", fjournal = "IEEE Transactions on Big Data", journal-URL = "https://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", keywords = "Big Data; cross-modality analysis; Feature extraction; multi-granularity features; Noise; Question answering (information retrieval); Tail; Task analysis; Visual question answering; Visualization", } @Article{Wang:2025:AEE, author = "Qihang Wang and Ying Chen and Qinge Xiao", title = "{AnesFormer}: an End-to-End Framework for {EEG}-Based Anesthetic State Classification", journal = j-IEEE-TRANS-BIG-DATA, volume = "11", number = "3", pages = "1357--1368", month = jun, year = "2025", DOI = "https://doi.org/10.1109/TBDATA.2024.3489419", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Tue Dec 23 08:31:10 2025", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", fjournal = "IEEE Transactions on Big Data", journal-URL = "https://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", keywords = "Anesthesia EEG; Brain modeling; brain state estimation; Data models; deep learning; Direction-of-arrival estimation; Drugs; Electroencephalography; Estimation; Feature extraction; Robustness; self-attention; Training; Transformers", } @Article{Zou:2025:WML, author = "Yizhang Zou and Xuegang Hu and Peipei Li and Jun Hu", title = "Weak Multi-Label Data Stream Classification Under Distribution Changes in Labels", journal = j-IEEE-TRANS-BIG-DATA, volume = "11", number = "3", pages = "1369--1380", month = jun, year = "2025", DOI = "https://doi.org/10.1109/TBDATA.2024.3453760", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Tue Dec 23 08:31:10 2025", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", fjournal = "IEEE Transactions on Big Data", journal-URL = "https://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", keywords = "Big Data; Correlation; Data models; large margin; Multi-label; Prototypes; Real-time systems; Robustness; stream classification; Vectors; weak labels", } @Article{Lou:2025:GDM, author = "Yunkai Lou and Chaokun Wang and Songyao Wang", title = "Graph Data Model and Graph Query Language Based on the Monadic Second-Order Logic", journal = j-IEEE-TRANS-BIG-DATA, volume = "11", number = "3", pages = "1381--1396", month = jun, year = "2025", DOI = "https://doi.org/10.1109/TBDATA.2024.3455172", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Tue Dec 23 08:31:10 2025", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", fjournal = "IEEE Transactions on Big Data", journal-URL = "https://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", keywords = "Algebra; Chaos; Ciphers; Data models; Database languages; Graph algebra; graph calculus; graph data model; graph query language; Logic; Software", } @Article{Chen:2025:FTB, author = "Huiqiang Chen and Tianqing Zhu and Bo Liu and Wanlei Zhou and Philip S. Yu", title = "Fine-Tuning a Biased Model for Improving Fairness", journal = j-IEEE-TRANS-BIG-DATA, volume = "11", number = "3", pages = "1397--1410", month = jun, year = "2025", DOI = "https://doi.org/10.1109/TBDATA.2024.3460537", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Tue Dec 23 08:31:10 2025", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", fjournal = "IEEE Transactions on Big Data", journal-URL = "https://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", keywords = "Accuracy; Analytical models; Computational modeling; Data models; Fair machine learning and fine-tuning; Feature extraction; Predictive models; Training", } @Article{Aslam:2025:DNA, author = "Muhammad Aslam", title = "Developing Novel Algorithms for Generating Inexact Data Through Triangle Distribution", journal = j-IEEE-TRANS-BIG-DATA, volume = "11", number = "3", pages = "1411--1418", month = jun, year = "2025", DOI = "https://doi.org/10.1109/TBDATA.2024.3460529", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Tue Dec 23 08:31:10 2025", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", fjournal = "IEEE Transactions on Big Data", journal-URL = "https://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", keywords = "Adaptation models; algorithm; Big Data; classical statistics; distribution; indeterminacy; Mathematical models; Monte Carlo methods; Random variables; Simulation; Standards; Uncertainty", } @Article{Tian:2025:DFR, author = "Huan Tian and Bo Liu and Tianqing Zhu and Wanlei Zhou and Philip S. Yu", title = "Distilling Fair Representations From Fair Teachers", journal = j-IEEE-TRANS-BIG-DATA, volume = "11", number = "3", pages = "1419--1433", month = jun, year = "2025", DOI = "https://doi.org/10.1109/TBDATA.2024.3460532", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Tue Dec 23 08:31:10 2025", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", fjournal = "IEEE Transactions on Big Data", journal-URL = "https://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", keywords = "Classifications; Data models; data processing; deep learning; fairness; Feature extraction; Measurement; Predictive models; Protection; Training; Training data", } @Article{Zhang:2025:VPP, author = "Yunzhen Zhang and Baocang Wang and Zhen Zhao", title = "Verifiable and Privacy-Preserving $k$-{NN} Query Scheme With Multiple Keys", journal = j-IEEE-TRANS-BIG-DATA, volume = "11", number = "3", pages = "1434--1446", month = jun, year = "2025", DOI = "https://doi.org/10.1109/TBDATA.2024.3463543", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Tue Dec 23 08:31:10 2025", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", fjournal = "IEEE Transactions on Big Data", journal-URL = "https://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", keywords = "$k$ k -NN query; Cloud computing; Cryptography; Data privacy; Databases; multiple keys; privacy-preserving; Protocols; result verification; Security; Servers", } @Article{Yuan:2025:LSD, author = "Tailan Yuan and Wen Xiong and Siyuan Liu", title = "Large-Scale Data Quality Challenges, Framework and Evaluation in Metro Systems", journal = j-IEEE-TRANS-BIG-DATA, volume = "11", number = "3", pages = "1447--1463", month = jun, year = "2025", DOI = "https://doi.org/10.1109/TBDATA.2024.3474215", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Tue Dec 23 08:31:10 2025", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", fjournal = "IEEE Transactions on Big Data", journal-URL = "https://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", keywords = "Big Data; Data integrity; Data quality; data semantics enrichment; Filtering; Imputation; metro system; missing data imputation; Noise; noise filtering; Pipelines; Semantics; Smart cards; Trajectory; Wireless fidelity", } @Article{Kang:2025:ONB, author = "Nathaniel Kang and Dongeun Min and Yonghun Cho and Dong-Whan Ko and Hyun Hak Kim and Joon Yeon Choeh and Jongho Im", title = "Online News-Based Economic Sentiment Index", journal = j-IEEE-TRANS-BIG-DATA, volume = "11", number = "3", pages = "1464--1474", month = jun, year = "2025", DOI = "https://doi.org/10.1109/TBDATA.2024.3474211", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Tue Dec 23 08:31:10 2025", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", fjournal = "IEEE Transactions on Big Data", journal-URL = "https://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", keywords = "Accuracy; Biological system modeling; Data fusion; Data models; Deep learning; deep learning; economic index; Economics; forecasting; Indexes; Industries; KoBERT; Real-time systems; Sentiment analysis; Surveys", } @Article{Zhu:2025:KGE, author = "Zhichao Zhu and Jianqiang Li and Chun Xu and Jingchen Zou and Qing Zhao", title = "A Knowledge-Guided Event-Relation Graph Learning Network for Patient Similarity With {Chinese} Electronic Medical Records", journal = j-IEEE-TRANS-BIG-DATA, volume = "11", number = "3", pages = "1475--1492", month = jun, year = "2025", DOI = "https://doi.org/10.1109/TBDATA.2024.3481955", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Tue Dec 23 08:31:10 2025", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", fjournal = "IEEE Transactions on Big Data", journal-URL = "https://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", keywords = "Big Data; Computational modeling; Data models; Diseases; electronic medical records; element-relation graph; event-relation graph; Feature extraction; graph neural network; Graph neural networks; Manuals; Medical diagnostic imaging; Noise; Patient similarity; Web and internet services", } @Article{Zhuo:2025:DRC, author = "Guangyao Zhuo and Zhenqiu Shu and Zhengtao Yu", title = "Deep Residual Coupled Prompt Learning for Zero-Shot Sketch-Based Image Retrieval", journal = j-IEEE-TRANS-BIG-DATA, volume = "11", number = "3", pages = "1493--1507", month = jun, year = "2025", DOI = "https://doi.org/10.1109/TBDATA.2024.3481898", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Tue Dec 23 08:31:10 2025", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", fjournal = "IEEE Transactions on Big Data", journal-URL = "https://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", keywords = "Computational modeling; Context modeling; coupling interaction; Couplings; Feature extraction; Image retrieval; PROM; Prompt learning; RNA; semantic transfer; Semantics; sketch-based image retrieval; Training; Transformers; zero-shot learning", } @Article{Tang:2025:TEI, author = "Jingwei Tang and Guodao Sun and Jiahui Chen and Gefei Zhang and Qi Jiang and Yanbiao Li and Guangxing Zhang and Jian Liu and Haixia Wang and Ronghua Liang", title = "Towards Enhancing Inter-Domain Routing Security With Visualization and Visual Analytics", journal = j-IEEE-TRANS-BIG-DATA, volume = "11", number = "3", pages = "1508--1527", month = jun, year = "2025", DOI = "https://doi.org/10.1109/TBDATA.2024.3481899", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Tue Dec 23 08:31:10 2025", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", fjournal = "IEEE Transactions on Big Data", journal-URL = "https://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", keywords = "anomaly detection; Big Data; border gateway protocol; Border Gateway Protocol; Data visualization; information visualization; Inter-domain routing; Internet; Monitoring; Reviews; Routing; Security; Surveys; Visual analytics; visual analytics", } @Article{Sattarov:2025:DRT, author = "Otabek Sattarov and Jaeyoung Choi", title = "Detection of Rumors and Their Sources in Social Networks: a Comprehensive Survey", journal = j-IEEE-TRANS-BIG-DATA, volume = "11", number = "3", pages = "1528--1547", month = jun, year = "2025", DOI = "https://doi.org/10.1109/TBDATA.2024.3522801", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Tue Dec 23 08:31:10 2025", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", fjournal = "IEEE Transactions on Big Data", journal-URL = "https://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", keywords = "Accuracy; algorithms; Big Data; detection; Fake news; Heuristic algorithms; Metadata; Peer-to-peer computing; Reliability; Rumor; rumor source; Social networking (online); social networks; Surveys; Uncertainty", } @Article{Chen:2025:ARF, author = "Chuan Chen and Tianchi Liao and Xiaojun Deng and Zihou Wu and Sheng Huang and Zibin Zheng", title = "Advances in Robust Federated Learning: a Survey With Heterogeneity Considerations", journal = j-IEEE-TRANS-BIG-DATA, volume = "11", number = "3", pages = "1548--1567", month = jun, year = "2025", DOI = "https://doi.org/10.1109/TBDATA.2025.3527202", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Tue Dec 23 08:31:10 2025", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", fjournal = "IEEE Transactions on Big Data", journal-URL = "https://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", keywords = "Big Data; Computational modeling; Data models; Data privacy; Federated learning; heterogeneity; Internet of Things; Privacy; privacy-preserving; Protection; robust; Servers; survey; Surveys; Training", } @Article{Lin:2025:BDD, author = "Hongyi Lin and Yang Liu and Liang Wang and Xiaobo Qu", title = "Big Data-Driven Advancements and Future Directions in Vehicle Perception Technologies: From Autonomous Driving to Modular Buses", journal = j-IEEE-TRANS-BIG-DATA, volume = "11", number = "3", pages = "1568--1587", month = jun, year = "2025", DOI = "https://doi.org/10.1109/TBDATA.2025.3527208", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Tue Dec 23 08:31:10 2025", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", fjournal = "IEEE Transactions on Big Data", journal-URL = "https://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", keywords = "Accuracy; autonomous driving; Autonomous modular bus (AMB); Autonomous vehicles; Big Data; Cameras; cooperative perception; Distance measurement; fusion perception; in-transit docking; Laser radar; Meters; Reviews; Roads; Three-dimensional displays", } @Article{Shang:2025:EHP, author = "Shuo Shang and Qi Liu and Renhe Jiang and Ryosuke Shibasaki and Panos Kalnis and Christian S. Jensen", title = "Editorial High-Performance Recommender Systems Based on Spatiotemporal Data", journal = j-IEEE-TRANS-BIG-DATA, volume = "11", number = "4", pages = "1588--1588", month = aug, year = "2025", DOI = "https://doi.org/10.1109/TBDATA.2024.3451088", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Tue Dec 23 08:31:10 2025", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", fjournal = "IEEE Transactions on Big Data", journal-URL = "https://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", } @Article{Bi:2025:SLD, author = "Xin Bi and Qinghan Jin and Meiling Song and Xin Yao and Xiangguo Zhao and Ye Yuan and Guoren Wang", title = "Spatiotemporal Learning With Decoupled Causal Attention for Multivariate Time Series", journal = j-IEEE-TRANS-BIG-DATA, volume = "11", number = "4", pages = "1589--1599", month = aug, year = "2025", DOI = "https://doi.org/10.1109/TBDATA.2024.3499312", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Tue Dec 23 08:31:10 2025", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", fjournal = "IEEE Transactions on Big Data", journal-URL = "https://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", keywords = "Accuracy; Causal learning; Cause effect analysis; Correlation; Data mining; Faces; graph neural network; Long short term memory; Mathematical models; multivariate time series; Predictive models; spatiotemporal learning; Spatiotemporal phenomena; Time series analysis", } @Article{Ma:2025:MHM, author = "Yuliang Ma and Yu Chen and Peng Wei and Ye Yuan and Guoren Wang and Zhong-Zhong Jiang", title = "Many Hands Make Light Work: Group Influence Maximization in Evolving Social Networks", journal = j-IEEE-TRANS-BIG-DATA, volume = "11", number = "4", pages = "1600--1613", month = aug, year = "2025", DOI = "https://doi.org/10.1109/TBDATA.2024.3499345", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Tue Dec 23 08:31:10 2025", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", fjournal = "IEEE Transactions on Big Data", journal-URL = "https://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", keywords = "Attenuation; behavior-based model; Big Data; Collaboration; Convergence; evolving social networks; Group influence maximization; Heuristic algorithms; influence probability; Information diffusion; Information science; Measurement; Social networking (online); Synthetic data", } @Article{Ma:2025:WSW, author = "Yuliang Ma and Zhong-Zhong Jiang and Mingyang Sun and Ye Yuan and Guoren Wang", title = "Where Shall We Go: Point-of-Interest Group Recommendation With User Preference Embedding", journal = j-IEEE-TRANS-BIG-DATA, volume = "11", number = "4", pages = "1614--1627", month = aug, year = "2025", DOI = "https://doi.org/10.1109/TBDATA.2024.3499356", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Tue Dec 23 08:31:10 2025", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", fjournal = "IEEE Transactions on Big Data", journal-URL = "https://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", keywords = "Aggregates; Attention mechanism; Attention mechanisms; Big Data; Business; Collaborative filtering; Data models; Deep learning; geo-social networks; POI group recommendation; preference embedding; Recommender systems; Social networking (online); Vectors", } @Article{Zhao:2025:THQ, author = "Yihao Zhao and Chenhao Wang and Hongyu Wang and Shunzhi Zhu and Lisi Chen", title = "Toward High-Quality Spatiotemporal Recommendation: Trajectory Recovery Based on Spatial and Temporal Dependencies", journal = j-IEEE-TRANS-BIG-DATA, volume = "11", number = "4", pages = "1628--1639", month = aug, year = "2025", DOI = "https://doi.org/10.1109/TBDATA.2025.3570071", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Tue Dec 23 08:31:10 2025", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", fjournal = "IEEE Transactions on Big Data", journal-URL = "https://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", keywords = "Attention mechanisms; Data mining; History; human mobility; Noise; Predictive models; recommendation system; Recommender systems; Recurrent neural networks; spatio-temporal dependencies; Spatiotemporal phenomena; Training; Trajectory; Trajectory recovery", } @Article{Wang:2025:DNR, author = "Ye Wang and Lihong Guo and Yang Yu and Yuan Gao", title = "Denoising Neural Relation Extraction for Spatio-Temporal Recommendation System", journal = j-IEEE-TRANS-BIG-DATA, volume = "11", number = "4", pages = "1640--1649", month = aug, year = "2025", DOI = "https://doi.org/10.1109/TBDATA.2024.3407594", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Tue Dec 23 08:31:10 2025", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", fjournal = "IEEE Transactions on Big Data", journal-URL = "https://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", keywords = "Adversarial training; Data models; distantly supervised relation extraction; Noise; Recommender systems; relation recommendation; Task analysis; Training; Training data; Transfer learning", } @Article{Wu:2025:EBD, author = "Desheng Dash Wu and David L. Olson", title = "Editorial: Big Data Analytics in Complex Social Information Networks", journal = j-IEEE-TRANS-BIG-DATA, volume = "11", number = "4", pages = "1650--1651", month = aug, year = "2025", DOI = "https://doi.org/10.1109/TBDATA.2024.3485316", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Tue Dec 23 08:31:10 2025", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", fjournal = "IEEE Transactions on Big Data", journal-URL = "https://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", } @Article{Wang:2025:CIP, author = "Biao Wang and Zhao Li and Zenghui Xu and Ji Zhang", title = "Casformer: Information Popularity Prediction With Adaptive Cascade Sampling and Graph Transformer in Social Networks", journal = j-IEEE-TRANS-BIG-DATA, volume = "11", number = "4", pages = "1652--1663", month = aug, year = "2025", DOI = "https://doi.org/10.1109/TBDATA.2024.3524839", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Tue Dec 23 08:31:10 2025", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", fjournal = "IEEE Transactions on Big Data", journal-URL = "https://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", keywords = "Adaptation models; Data mining; Encoding; Feature extraction; Graph neural networks; graph transformer; information cascade; Information diffusion; Long short term memory; popularity prediction; Predictive models; Social networks; Trajectory; Transformers", } @Article{Zhang:2025:GGG, author = "Wenxin Zhang and Cuicui Luo", title = "{GE-GNN}: Gated Edge-Augmented Graph Neural Network for Fraud Detection", journal = j-IEEE-TRANS-BIG-DATA, volume = "11", number = "4", pages = "1664--1676", month = aug, year = "2025", DOI = "https://doi.org/10.1109/TBDATA.2025.3562486", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Tue Dec 23 08:31:10 2025", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", fjournal = "IEEE Transactions on Big Data", journal-URL = "https://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", keywords = "Big data analytics; Feature extraction; Finance; Fraud; fraud detection; graph neural network (GNN); Graph neural networks; Image edge detection; Logic gates; Logistics; Message passing; message passing mechanism; Reviews; social network; Training", } @Article{Li:2025:TBH, author = "Ren Li and Huazhong Liu and Xiaotong Zhou and Jiawei Wang and Jihong Ding and Laurence T. Yang and Hua Li and Yunfan Zhang", title = "Tucker-Based High-Accuracy Multi-Modal Clustering for Social Information Network", journal = j-IEEE-TRANS-BIG-DATA, volume = "11", number = "4", pages = "1677--1691", month = aug, year = "2025", DOI = "https://doi.org/10.1109/TBDATA.2024.3524830", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Tue Dec 23 08:31:10 2025", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", fjournal = "IEEE Transactions on Big Data", journal-URL = "https://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", keywords = "Accuracy; Big Data; Clustering methods; Matrix decomposition; multi-modal clustering; Noise; Noise measurement; social information network; Social networking (online); Symbols; Tensor; tensor distance; Tensors; Tucker decomposition; tucker-based tensor operation; Vectors", } @Article{Li:2025:MTT, author = "Tun Li and Di Lei and Qian Li and Rong Wang and Chaolong Jia and Yunpeng Xiao", title = "A Marketing Topic Traceability Model Based on Domain Preference and Heterogeneous Network", journal = j-IEEE-TRANS-BIG-DATA, volume = "11", number = "4", pages = "1692--1706", month = aug, year = "2025", DOI = "https://doi.org/10.1109/TBDATA.2024.3524831", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Tue Dec 23 08:31:10 2025", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", fjournal = "IEEE Transactions on Big Data", journal-URL = "https://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", keywords = "Adaptation models; Big Data; domain preference; Feature extraction; heterogeneous network; Heterogeneous networks; Marketing topic traceability; Measurement; multi-layer attention; Predictive models; Representation learning; Semantics; Social networking (online); Sparse matrices", } @Article{Yamashita:2025:RRI, author = "Tsuyoshi Yamashita and Naoki Matsumoto and Kunitake Kaneko", title = "Reducing Re-Indexing for Top-$k$ Personalized {PageRank} Computation on Dynamic Graphs", journal = j-IEEE-TRANS-BIG-DATA, volume = "11", number = "4", pages = "1707--1719", month = aug, year = "2025", DOI = "https://doi.org/10.1109/TBDATA.2024.3524833", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Tue Dec 23 08:31:10 2025", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib; https://www.math.utah.edu/pub/tex/bib/pagerank.bib", fjournal = "IEEE Transactions on Big Data", journal-URL = "https://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", keywords = "Accuracy; Big Data; Complexity theory; Directed graphs; Dynamic graph; Heuristic algorithms; Indexes; Indexing; indexing; Monte Carlo methods; personalized PageRank; random walk; Social networking (online); Time complexity", } @Article{Peng:2025:CNB, author = "Qingxi Peng and Zhenjie Weng and Wei Wang and Xinyi Wang and Lan You", title = "A Collaborative Network-Based Retrieval Model for Open Source Domain Experts", journal = j-IEEE-TRANS-BIG-DATA, volume = "11", number = "4", pages = "1720--1732", month = aug, year = "2025", DOI = "https://doi.org/10.1109/TBDATA.2024.3524829", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Tue Dec 23 08:31:10 2025", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", fjournal = "IEEE Transactions on Big Data", journal-URL = "https://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", keywords = "Biological system modeling; Collaboration; Computational modeling; Data models; expert retrieval; network representation learning algorithm OSC2vec; Open source domain expert; open source domain expert retrieval model OSDERM; Open source software; Representation learning; Software development management; Solid modeling; Three-dimensional displays; Vectors", } @Article{Momin:2025:ISP, author = "Khondhaker {Al Momin} and Arif Mohaimin Sadri and Kristin Olofsson and K. K. Muraleetharan and Hugh Gladwin", title = "Information Switching Patterns of Risk Communication in Social Media During Disasters", journal = j-IEEE-TRANS-BIG-DATA, volume = "11", number = "4", pages = "1733--1744", month = aug, year = "2025", DOI = "https://doi.org/10.1109/TBDATA.2024.3524828", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Tue Dec 23 08:31:10 2025", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", fjournal = "IEEE Transactions on Big Data", journal-URL = "https://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", keywords = "Accuracy; Analytical models; Blogs; Disaster communication; disaster management; Disasters; Fake news; information-switching; misinformation detection; Network analyzers; Organizations; public sentiment; Real-time systems; social media; Social networking (online); Switches", } @Article{Qiao:2025:LLB, author = "Shaojie Qiao and Yuhe Jiang and Nan Han and Wei Hua and Yufeng Lin and Shengjie Min and Xindong Wu", title = "{LBFL}: a Lightweight Blockchain-Based Federated Learning Framework With Proof-of-Contribution Committee Consensus", journal = j-IEEE-TRANS-BIG-DATA, volume = "11", number = "4", pages = "1745--1759", month = aug, year = "2025", DOI = "https://doi.org/10.1109/TBDATA.2024.3481952", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Tue Dec 23 08:31:10 2025", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", fjournal = "IEEE Transactions on Big Data", journal-URL = "https://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", keywords = "Accuracy; Big Data; Big data security and privacy; blockchain; Blockchains; consensus mechanism; Consensus protocol; Federated learning; federated learning; Information technology; role-adaptive incentive mechanism; Security; Software engineering; storage scalability; Technological innovation; Training", } @Article{Miao:2025:BET, author = "Gongxun Miao and Guohua Wu and Zhen Zhang and Yongjie Tong and Bing Lu", title = "Boosting Encrypted Traffic Classification Using Feature-Enhanced Recurrent Neural Network With Angle Constraint", journal = j-IEEE-TRANS-BIG-DATA, volume = "11", number = "4", pages = "1760--1771", month = aug, year = "2025", DOI = "https://doi.org/10.1109/TBDATA.2024.3484674", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Tue Dec 23 08:31:10 2025", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", fjournal = "IEEE Transactions on Big Data", journal-URL = "https://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", keywords = "Angle constraint; Convolutional neural networks; Cryptography; Data mining; encrypted traffic classification; feature enhancement; Feature extraction; Few shot learning; few-shot learning; LSTM; Manuals; Quality of service; Recurrent neural networks; Telecommunication traffic; Training", } @Article{Chen:2025:AAF, author = "Qiyang Chen and Linlin You and Haohao Qu and Ahmed M. Abdelmoniem and Chau Yuen", title = "{AFML}: an Asynchronous Federated Meta-Learning Mechanism for Charging Station Occupancy Prediction With Biased and Isolated Data", journal = j-IEEE-TRANS-BIG-DATA, volume = "11", number = "4", pages = "1772--1786", month = aug, year = "2025", DOI = "https://doi.org/10.1109/TBDATA.2024.3484651", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Tue Dec 23 08:31:10 2025", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", fjournal = "IEEE Transactions on Big Data", journal-URL = "https://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", keywords = "Adaptation models; Asynchronous federated learning; Big Data; charging station occupancy prediction; Charging stations; Computational modeling; Data models; Distributed databases; Federated learning; federated meta-learning; intelligent transportation system; Metalearning; Predictive models; Training", } @Article{Sang:2025:RSB, author = "Jianghui Sang and Yongli Wang and Zaki Ahmad Khan and Xiaoliang Zhou", title = "Reward Shaping Based on Optimal-Policy-Free", journal = j-IEEE-TRANS-BIG-DATA, volume = "11", number = "4", pages = "1787--1798", month = aug, year = "2025", DOI = "https://doi.org/10.1109/TBDATA.2024.3489415", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Tue Dec 23 08:31:10 2025", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", fjournal = "IEEE Transactions on Big Data", journal-URL = "https://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", keywords = "Contrastive learning; Convolutional neural networks; directed graph convolutional neural network; Directed graphs; Hidden Markov models; Laplace equations; Markov decision process; Message passing; Perturbation methods; Probabilistic logic; Reinforcement learning; reinforcement learning; reward shaping; Symbols; Trajectory", } @Article{Zhu:2025:DRM, author = "Xiaoqiang Zhu and Tie Qiu and Wenyu Qu and Xiaobo Zhou and Tuo Shi and Tianyi Xu", title = "Dynamic Radio Map Construction With Minimal Manual Intervention: a State Space Model-Based Approach With Imitation Learning", journal = j-IEEE-TRANS-BIG-DATA, volume = "11", number = "4", pages = "1799--1812", month = aug, year = "2025", DOI = "https://doi.org/10.1109/TBDATA.2024.3489425", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Tue Dec 23 08:31:10 2025", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", fjournal = "IEEE Transactions on Big Data", journal-URL = "https://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", keywords = "Accuracy; CSI; Data models; Databases; Feature extraction; fingerprint localization; Imitation learning; imitation learning; Location awareness; Machine learning algorithms; Manuals; Prediction algorithms; radio map; Wireless fidelity", } @Article{Wang:2025:DDG, author = "Jinlu Wang and Jipeng Guo and Yanfeng Sun and Junbin Gao and Shaofan Wang and Yachao Yang and Baocai Yin", title = "{DGNN}: Decoupled Graph Neural Networks With Structural Consistency Between Attribute and Graph Embedding Representations", journal = j-IEEE-TRANS-BIG-DATA, volume = "11", number = "4", pages = "1813--1827", month = aug, year = "2025", DOI = "https://doi.org/10.1109/TBDATA.2024.3489420", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Tue Dec 23 08:31:10 2025", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", fjournal = "IEEE Transactions on Big Data", journal-URL = "https://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", keywords = "Complementary information; Convolution; Correlation; decoupled embedding representation learning; graph neural networks; Interference; Network topology; Optimization; Representation learning; Semantics; Smoothing methods; structural consistency; Sun; Topology", } @Article{Bai:2025:ABC, author = "Luyi Bai and Linshuo Xu and Lin Zhu", title = "Attention-Based Complex Logical Query on Temporal Knowledge Graph via Graph Neural Network", journal = j-IEEE-TRANS-BIG-DATA, volume = "11", number = "4", pages = "1828--1839", month = aug, year = "2025", DOI = "https://doi.org/10.1109/TBDATA.2024.3489421", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Tue Dec 23 08:31:10 2025", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", fjournal = "IEEE Transactions on Big Data", journal-URL = "https://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", keywords = "Accuracy; Attention mechanism; Big Data; Cognition; complex logical query; Graph neural networks; graph neural networks; Knowledge graphs; Logic; temporal knowledge graphs; Time series analysis; Time-frequency analysis; Training; Vectors", } @Article{Hussain:2025:BDA, author = "Altaf Hussain and Tanveer Hussain and Waseem Ullah and Samee Ullah Khan and Min Je Kim and Khan Muhammad and Javier {Del Ser} and Sung Wook Baik", title = "Big Data Analysis for Industrial Activity Recognition Using Attention-Inspired Sequential Temporal Convolution Network", journal = j-IEEE-TRANS-BIG-DATA, volume = "11", number = "4", pages = "1840--1851", month = aug, year = "2025", DOI = "https://doi.org/10.1109/TBDATA.2024.3489414", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Tue Dec 23 08:31:10 2025", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", fjournal = "IEEE Transactions on Big Data", journal-URL = "https://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", keywords = "artificial intelligence; Big Data; Big Data analysis; Big Data performance analyses; Computational modeling; convolutional neural networks; Data mining; Data models; deep learning; Feature extraction; Human activity recognition; Industrial surveillance system; Spatiotemporal phenomena; Streams; Surveillance; Videos", } @Article{Yang:2025:SLD, author = "Shuai Yang and Xin Li and Minzhi Wu and Qianlong Dang and Lichuan Gu", title = "Stable Learning via Dual Feature Learning", journal = j-IEEE-TRANS-BIG-DATA, volume = "11", number = "4", pages = "1852--1866", month = aug, year = "2025", DOI = "https://doi.org/10.1109/TBDATA.2024.3489413", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Tue Dec 23 08:31:10 2025", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", fjournal = "IEEE Transactions on Big Data", journal-URL = "https://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", keywords = "Big Data; Correlation; Data models; Decorrelation; Distribution shift; Dogs; Feature extraction; feature representation learning; feature selection; Predictive models; Representation learning; Speech recognition; stable learning; Training data", } @Article{Chang:2025:MGM, author = "Xinglong Chang and Jianrong Wang and Mingxiang Wen and Yingkui Wang and Yuxiao Huang", title = "{M-Graphormer}: Multi-Channel Graph Transformer for Node Representation Learning", journal = j-IEEE-TRANS-BIG-DATA, volume = "11", number = "4", pages = "1867--1878", month = aug, year = "2025", DOI = "https://doi.org/10.1109/TBDATA.2024.3489418", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Tue Dec 23 08:31:10 2025", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", fjournal = "IEEE Transactions on Big Data", journal-URL = "https://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", keywords = "Adaptation models; Analytical models; Big Data; Computational modeling; Encoding; Graph neural networks; Graph transformer; homophily; Kernel; Laplace equations; node classification; Representation learning; Transformers", } @Article{Guan:2025:LLM, author = "Faqian Guan and Tianqing Zhu and Hui Sun and Wanlei Zhou and Philip S. Yu", title = "Large Language Models for Link Stealing Attacks Against Graph Neural Networks", journal = j-IEEE-TRANS-BIG-DATA, volume = "11", number = "4", pages = "1879--1893", month = aug, year = "2025", DOI = "https://doi.org/10.1109/TBDATA.2024.3489427", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Tue Dec 23 08:31:10 2025", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", fjournal = "IEEE Transactions on Big Data", journal-URL = "https://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", keywords = "Adaptation models; Data models; Data privacy; Feature extraction; Graph neural networks; graph neural networks; large language models; Large language models; Link stealing attacks; Posterior probability; Privacy; privacy attacks; Semantics; Vectors", } @Article{Wen:2025:MFG, author = "Wenying Wen and Minghui Huang and Li Dong and Yushu Zhang and Yuming Fang", title = "Multiscale Feature-Guided Adversarial Examples Quality Assessment via Hierarchical Perception of Human Visual System", journal = j-IEEE-TRANS-BIG-DATA, volume = "11", number = "4", pages = "1894--1906", month = aug, year = "2025", DOI = "https://doi.org/10.1109/TBDATA.2024.3495515", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Tue Dec 23 08:31:10 2025", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", fjournal = "IEEE Transactions on Big Data", journal-URL = "https://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", keywords = "$L_{p}$ L p norms; adversarial examples; Big Data; Databases; Distortion; Distortion measurement; Feature extraction; HVS hierarchical perception; Image coding; Image quality; multiscale feature; Perturbation methods; Prediction algorithms; Robustness", } @Article{Wei:2025:RNC, author = "Chixuan Wei and Jidong Yuan and Yi Zhang and Zhongyang Yu and Yanze Liu and Haiyang Liu", title = "Ranking Neighborhood and Class Prototype Contrastive Learning for Time Series", journal = j-IEEE-TRANS-BIG-DATA, volume = "11", number = "4", pages = "1907--1917", month = aug, year = "2025", DOI = "https://doi.org/10.1109/TBDATA.2024.3495509", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Tue Dec 23 08:31:10 2025", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", fjournal = "IEEE Transactions on Big Data", journal-URL = "https://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", keywords = "Big Data; Computational modeling; Contrastive learning; Data augmentation; Forecasting; multivariate time series; Prototypes; Representation learning; representation learning; Semantics; Time series analysis; Time-frequency analysis", } @Article{Zhou:2025:GVD, author = "Zhiguang Zhou and Haoxuan Wang and Zhendong Yang and Yuanyuan Chen and Xiaohui Chen and Ying Lai and Wei Chen and Yuwei Meng", title = "{GeoVoronoi}: a {Voronoi} Diagram Generation System for Large-Scale Geographical Point Data via Spatial Attribute Association", journal = j-IEEE-TRANS-BIG-DATA, volume = "11", number = "4", pages = "1918--1931", month = aug, year = "2025", DOI = "https://doi.org/10.1109/TBDATA.2024.3495499", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Tue Dec 23 08:31:10 2025", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", fjournal = "IEEE Transactions on Big Data", journal-URL = "https://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", keywords = "Big Data; Data visualization; Distribution functions; Geographical visualization; Geospatial analysis; Graphical models; Image color analysis; Optimization; sampling; Shape; spatial attribute association; Visual perception; Visualization; Voronoi diagram", } @Article{Rizwan:2025:ERD, author = "Muhammad Rizwan and Ammar Hawbani and Xingfu Wang and Adeel Anjum and Pelin Angin and Yigit Sever and Sanchuan Chen and Liang Zhao and Ahmed Al-Dubai", title = "An Enhanced and Robust Data Publishing Scheme for Private and Useful {1:M} Microdata", journal = j-IEEE-TRANS-BIG-DATA, volume = "11", number = "4", pages = "1932--1944", month = aug, year = "2025", DOI = "https://doi.org/10.1109/TBDATA.2024.3495497", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Tue Dec 23 08:31:10 2025", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", fjournal = "IEEE Transactions on Big Data", journal-URL = "https://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", keywords = "1:M microdata; Big Data; Computational modeling; Correlation; Data models; Data privacy; electronic health records; Information filtering; Information integrity; Internet of Things; k-anonymity; Mathematical models; Partitioning algorithms; Privacy; privacy of data", } @Article{Ma:2025:PGL, author = "Jiacheng Ma and Sheng Xiang and Qiang Li and Liangyu Yuan and Dawei Cheng and Changjun Jiang", title = "Parallel Graph Learning With Temporal Stamp Encoding for Fraudulent Transactions Detections", journal = j-IEEE-TRANS-BIG-DATA, volume = "11", number = "4", pages = "1945--1958", month = aug, year = "2025", DOI = "https://doi.org/10.1109/TBDATA.2024.3499338", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Tue Dec 23 08:31:10 2025", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", fjournal = "IEEE Transactions on Big Data", journal-URL = "https://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", keywords = "Big Data; Continuos time dynamic graphs (CTDG); Data models; Encoding; Feature extraction; Fraud; fraud detection; graph neural network; History; Image edge detection; Insurance; Monitoring; risk diffusion; Vectors", } @Article{Zhou:2025:DMM, author = "Wujie Zhou and Han Zhang and Weiwei Qiu", title = "Differential Modal Multistage Adaptive Fusion Networks via Knowledge Distillation for {RGB-D} Mirror Segmentation", journal = j-IEEE-TRANS-BIG-DATA, volume = "11", number = "4", pages = "1959--1969", month = aug, year = "2025", DOI = "https://doi.org/10.1109/TBDATA.2024.3505057", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Tue Dec 23 08:31:10 2025", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", fjournal = "IEEE Transactions on Big Data", journal-URL = "https://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", keywords = "Big Data; Contrastive learning; contrastive learning; Decoding; Deep learning; Feature extraction; Image segmentation; knowledge distillation; Knowledge transfer; Mirror segmentation; Mirrors; multistage fusion; Semantics; Training", } @Article{Cao:2025:PPL, author = "Yuan Cao and Fanlei Meng and Xinzheng Shang and Jie Gui and Yuan Yan Tang", title = "A Privacy-Preserving Large-Scale Image Retrieval Framework With Vision {GNN} Hashing", journal = j-IEEE-TRANS-BIG-DATA, volume = "11", number = "4", pages = "1970--1982", month = aug, year = "2025", DOI = "https://doi.org/10.1109/TBDATA.2024.3505052", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Tue Dec 23 08:31:10 2025", bibsource = "https://www.math.utah.edu/pub/tex/bib/hash.bib; https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", fjournal = "IEEE Transactions on Big Data", journal-URL = "https://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", keywords = "Accuracy; blockchain; Blockchains; Cloud computing; Codes; Cryptography; deep neural network; Encryption; Feature extraction; hashing; Image retrieval; Privacy; Privacy-preserving image retrieval; Servers", } @Article{Zhang:2025:GPL, author = "Ke Zhang and Meng Li", title = "Graph Prompt Learning Method for the Demand-Responsive Transport Routing Problem", journal = j-IEEE-TRANS-BIG-DATA, volume = "11", number = "4", pages = "1983--1993", month = aug, year = "2025", DOI = "https://doi.org/10.1109/TBDATA.2024.3512951", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Tue Dec 23 08:31:10 2025", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", fjournal = "IEEE Transactions on Big Data", journal-URL = "https://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", keywords = "Big Data; Costs; Demand responsive transport; Heuristic algorithms; Learning systems; Markov decision process; prompt learning; reinforcement learning; Routing; Search problems; Time factors; Training; Transformers; Vehicle routing; vehicle routing problem", } @Article{Wang:2025:TFD, author = "Xinzhi Wang and Hang Yu and Jiayu Guo and Pengbo Li and Xiangfeng Luo", title = "Towards Fraud Detection via Fine-Grained Classification of User Behavior", journal = j-IEEE-TRANS-BIG-DATA, volume = "11", number = "4", pages = "1994--2007", month = aug, year = "2025", DOI = "https://doi.org/10.1109/TBDATA.2024.3517313", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Tue Dec 23 08:31:10 2025", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", fjournal = "IEEE Transactions on Big Data", journal-URL = "https://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", keywords = "Accuracy; Adaptive learning; Data models; Deep learning; Feature extraction; Finance; Fraud; fraud detection; graph neural network; Graph neural networks; Image edge detection; prototype learning; Prototypes; Symbols", } @Article{Ma:2025:CAT, author = "Delong Ma and Ye Yuan and Yanfeng Zhang and Chunze Cao and Yuliang Ma", title = "Cost-Aware Triangle Counting Over Geo-Distributed Datacenters", journal = j-IEEE-TRANS-BIG-DATA, volume = "11", number = "4", pages = "2008--2024", month = aug, year = "2025", DOI = "https://doi.org/10.1109/TBDATA.2024.3522816", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Tue Dec 23 08:31:10 2025", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", fjournal = "IEEE Transactions on Big Data", journal-URL = "https://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", keywords = "Accuracy; Bandwidth; Costs; Downlink; Europe; Geo-distributed datacenters; graph stream; Heuristic algorithms; Image edge detection; Streams; triangle counting; Uplink; wide area network; Wide area networks", } @Article{Sun:2025:ONS, author = "Jiajun Sun and Dianliang Wu", title = "Online Non-Stationary Pricing Incentives for Budget-Limited Crowdsensing", journal = j-IEEE-TRANS-BIG-DATA, volume = "11", number = "4", pages = "2025--2035", month = aug, year = "2025", DOI = "https://doi.org/10.1109/TBDATA.2024.3522804", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Tue Dec 23 08:31:10 2025", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", fjournal = "IEEE Transactions on Big Data", journal-URL = "https://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", keywords = "Big Data; Costs; Crowdsensing; hard-drop and soft-drop weights; Mobile computing; non-stationary submodular MCS; Online sequential pricing; Pricing; Recommender systems; Sampling methods; Sensors; Stochastic processes; Training", } @Article{Cui:2025:MGM, author = "Shicheng Cui and Deqiang Li and Jing Zhang", title = "{MC-GNN}: Multi-Channel Graph Neural Networks With {Hilbert--Schmidt} Independence Criterion", journal = j-IEEE-TRANS-BIG-DATA, volume = "11", number = "4", pages = "2036--2045", month = aug, year = "2025", DOI = "https://doi.org/10.1109/TBDATA.2024.3522817", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Tue Dec 23 08:31:10 2025", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", fjournal = "IEEE Transactions on Big Data", journal-URL = "https://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", keywords = "Attention mechanism; Attention mechanisms; Big Data; Feature extraction; Fuses; Graph neural networks; graph neural networks; Hilbert--Schmidt independence criterion; Message passing; multi-channel; Random variables; Representation learning; Scalability; Topology", } @Article{Xia:2025:ULL, author = "Liqiao Xia and Junming Fan and Ajith Parlikad and Xiao Huang and Pai Zheng", title = "Unlocking Large Language Model Power in Industry: Privacy-Preserving Collaborative Creation of Knowledge Graph", journal = j-IEEE-TRANS-BIG-DATA, volume = "11", number = "4", pages = "2046--2060", month = aug, year = "2025", DOI = "https://doi.org/10.1109/TBDATA.2024.3522814", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Tue Dec 23 08:31:10 2025", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", fjournal = "IEEE Transactions on Big Data", journal-URL = "https://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", keywords = "Big Data; Collaboration; Data models; Federated learning; graph embedding; industrial 4.0; Knowledge engineering; knowledge graph; Knowledge graphs; large language models; Mathematical models; Stakeholders; Tail; Uncertainty", } @Article{Yang:2025:TDE, author = "Liner Yang and Jiaxin Yuan and Cunliang Kong and Jingsi Yu and Ruining Chong and Zhenghao Liu and Erhong Yang", title = "Tailored Definitions With Easy Reach: Complexity-Controllable Definition Generation", journal = j-IEEE-TRANS-BIG-DATA, volume = "11", number = "4", pages = "2061--2071", month = aug, year = "2025", DOI = "https://doi.org/10.1109/TBDATA.2024.3522805", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Tue Dec 23 08:31:10 2025", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", fjournal = "IEEE Transactions on Big Data", journal-URL = "https://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", keywords = "Annotations; Big Data; Chatbots; Complexity theory; Controllable text generation; Costs; Decoding; definition generation; Dictionaries; Semantics; Standards; Training data; unsupervised style transfer", } @Article{Meng:2025:FMV, author = "Hongdao Meng and Yongjian Deng and Qiyu Zhong and Yipeng Wang and Zhen Yang and Gengyu Lyu", title = "Federated Multi-View Multi-Label Classification", journal = j-IEEE-TRANS-BIG-DATA, volume = "11", number = "4", pages = "2072--2084", month = aug, year = "2025", DOI = "https://doi.org/10.1109/TBDATA.2024.3522812", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Tue Dec 23 08:31:10 2025", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", fjournal = "IEEE Transactions on Big Data", journal-URL = "https://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", keywords = "Big Data; commonality and specificity; Correlation; Data models; Data privacy; Feature extraction; federated learning; Federated learning; Hands; Machine learning; Multi-view multi-label classification; privacy-preserving; Semantics; Servers", } @Article{Chen:2025:NTG, author = "Jinsong Chen and Chang Liu and Kaiyuan Gao and Gaichao Li and Kun He", title = "{NAGphormer+}: a Tokenized Graph Transformer With Neighborhood Augmentation for Node Classification in Large Graphs", journal = j-IEEE-TRANS-BIG-DATA, volume = "11", number = "4", pages = "2085--2098", month = aug, year = "2025", DOI = "https://doi.org/10.1109/TBDATA.2024.3524081", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Tue Dec 23 08:31:10 2025", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", fjournal = "IEEE Transactions on Big Data", journal-URL = "https://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", keywords = "Aggregates; Benchmark testing; Big Data; Data augmentation; data augmentation; Data models; Encoding; Graph neural networks; Graph transformers; large graphs; neighborhood; token; Training; Transformers; Vectors", } @Article{Chu:2025:GES, author = "Xiaowen Chu and Wei Wang and Cong Wang and Yang Liu and Rongfei Zeng and Christopher G. Brinton", title = "Guest Editorial Special Issue on Federated Learning for Big Data Applications", journal = j-IEEE-TRANS-BIG-DATA, volume = "11", number = "5", pages = "2099--2101", month = oct, year = "2025", DOI = "https://doi.org/10.1109/TBDATA.2024.3417057", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Tue Dec 23 08:31:10 2025", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", fjournal = "IEEE Transactions on Big Data", journal-URL = "https://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", keywords = "Artificial intelligence; Big Data applications; Data privacy; Federated learning; General Data Protection Regulation; Information security; Special issues and sections; Statistical analysis", } @Article{Ma:2025:FDA, author = "Qianpiao Ma and Jianchun Liu and Hongli Xu and Qingmin Jia and Renchao Xie", title = "{FRACTAL}: Data-Aware Clustering and Communication Optimization for Decentralized Federated Learning", journal = j-IEEE-TRANS-BIG-DATA, volume = "11", number = "5", pages = "2102--2118", month = oct, year = "2025", DOI = "https://doi.org/10.1109/TBDATA.2024.3403381", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Tue Dec 23 08:31:10 2025", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", fjournal = "IEEE Transactions on Big Data", journal-URL = "https://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", keywords = "Clustering; Data models; decentralized federated learning; Federated learning; Fractals; heterogeneity; Network topology; non -IID; Peer-to-peer computing; Servers; time-sharing scheduling; Topology", } @Article{Liu:2025:CFCa, author = "Ye Liu and Shan Chang and Yiqi Liu", title = "{Cepe-FL}: Communication-Efficient and Privacy-Enhanced Federated Learning Via Adaptive Compressive Sensing", journal = j-IEEE-TRANS-BIG-DATA, volume = "11", number = "5", pages = "2119--2134", month = oct, year = "2025", DOI = "https://doi.org/10.1109/TBDATA.2024.3403393", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Tue Dec 23 08:31:10 2025", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", fjournal = "IEEE Transactions on Big Data", journal-URL = "https://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", keywords = "Adaptation models; Communication-efficient; compressive sensing; Computational modeling; Convergence; Data privacy; dictionary learning; federated learning; membership inference attacks; Quantization (signal); Servers; Training", } @Article{Shen:2025:MDA, author = "Meng Shen and Jin Meng and Ke Xu and Shui Yu and Liehuang Zhu", title = "{MemDefense}: Defending Against Membership Inference Attacks in {IoT}-Based Federated Learning via Pruning Perturbations", journal = j-IEEE-TRANS-BIG-DATA, volume = "11", number = "5", pages = "2135--2147", month = oct, year = "2025", DOI = "https://doi.org/10.1109/TBDATA.2024.3403388", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Tue Dec 23 08:31:10 2025", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", fjournal = "IEEE Transactions on Big Data", journal-URL = "https://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", keywords = "Closed box; Computational modeling; Data models; Defense; federated learning; Glass box; Internet of Things; IoT; membership inference attack; Predictive models; Privacy; pruning perturbations", } @Article{Cui:2025:ABE, author = "Laizhong Cui and Yinghao Li and Yipeng Zhou and Youyang Qu and Jiangchuan Liu", title = "Accelerating Blockchain-Enabled Federated Learning With Clustered Clients", journal = j-IEEE-TRANS-BIG-DATA, volume = "11", number = "5", pages = "2148--2161", month = oct, year = "2025", DOI = "https://doi.org/10.1109/TBDATA.2024.3403390", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Tue Dec 23 08:31:10 2025", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", fjournal = "IEEE Transactions on Big Data", journal-URL = "https://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", keywords = "Big Data; Blockchain; Blockchains; cluster training efficiency; Computational modeling; Convergence; Data models; federated learning; Servers; Training", } @Article{Wang:2025:HPL, author = "Fei Wang and Baochun Li", title = "Harnessing the Power of Local Supervision in Federated Learning", journal = j-IEEE-TRANS-BIG-DATA, volume = "11", number = "5", pages = "2162--2173", month = oct, year = "2025", DOI = "https://doi.org/10.1109/TBDATA.2024.3403383", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Tue Dec 23 08:31:10 2025", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", fjournal = "IEEE Transactions on Big Data", journal-URL = "https://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", keywords = "Computational modeling; Data models; Federated learning; Internet of Things; large models; locally supervised learning; Neural networks; resource -constrained IoT devices; Servers; split learning; Training", } @Article{Wang:2025:HDC, author = "Wenhua Wang and Quan Yang and Yuzhu Liang and Yang Xu and Qin Liu and Tian Wang", title = "Heterogeneous Device Collaboration Based Federated Learning for Big Data Applications", journal = j-IEEE-TRANS-BIG-DATA, volume = "11", number = "5", pages = "2174--2183", month = oct, year = "2025", DOI = "https://doi.org/10.1109/TBDATA.2024.3404104", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Tue Dec 23 08:31:10 2025", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", fjournal = "IEEE Transactions on Big Data", journal-URL = "https://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", keywords = "Adaptation models; Big Data applications; Computational modeling; Costs; Data models; edge collaboration; Federated learning; federated learning; Servers; Training", } @Article{Fu:2025:PFL, author = "Sen Fu and Zhengjie Yang and Chuang Hu and Wei Bao", title = "Personalized Federated Learning With Contrastive Momentum", journal = j-IEEE-TRANS-BIG-DATA, volume = "11", number = "5", pages = "2184--2194", month = oct, year = "2025", DOI = "https://doi.org/10.1109/TBDATA.2024.3403387", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Tue Dec 23 08:31:10 2025", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", fjournal = "IEEE Transactions on Big Data", journal-URL = "https://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", keywords = "Adaptation models; Computational modeling; contrastive learning; Convergence; Data models; edge computing; Federated learning; momentum; Servers; Training", } @Article{Wang:2025:TFS, author = "Zibo Wang and Yifei Zhu and Dan Wang and Zhu Han", title = "Towards Fair and Scalable Trial Assignment in Federated Bandits: a {Shapley} Value Approach", journal = j-IEEE-TRANS-BIG-DATA, volume = "11", number = "5", pages = "2195--2209", month = oct, year = "2025", DOI = "https://doi.org/10.1109/TBDATA.2024.3403369", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Tue Dec 23 08:31:10 2025", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", fjournal = "IEEE Transactions on Big Data", journal-URL = "https://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", keywords = "Best-arm identification; coalitional game; Costs; Estimation; fairness; federated bandits; Federated learning; federated learning; Games; Investment; Portfolios; Task analysis; workload allocation", } @Article{He:2025:HSS, author = "Yuanqin He and Yan Kang and Xinyuan Zhao and Jiahuan Luo and Lixin Fan and Yuxing Han and Qiang Yang", title = "A Hybrid Self-Supervised Learning Framework for Vertical Federated Learning", journal = j-IEEE-TRANS-BIG-DATA, volume = "11", number = "5", pages = "2210--2223", month = oct, year = "2025", DOI = "https://doi.org/10.1109/TBDATA.2024.3403386", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Tue Dec 23 08:31:10 2025", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", fjournal = "IEEE Transactions on Big Data", journal-URL = "https://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", keywords = "Data models; Data privacy; Deep neural network; Federated learning; Privacy; privacy preservation; Protection; Self-supervised learning; self-supervised learning; Training; vertical federated learning", } @Article{Ouedraogo:2025:DTD, author = "Ezekiel B. Ouedraogo and Ammar Hawbani and Xingfu Wang and Zhi Liu and Liang Zhao and Mohammed A. A. Al-qaness and Saeed Hamood Alsamhi", title = "Digital Twin Data Management: a Comprehensive Review", journal = j-IEEE-TRANS-BIG-DATA, volume = "11", number = "5", pages = "2224--2243", month = oct, year = "2025", DOI = "https://doi.org/10.1109/TBDATA.2025.3533891", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Tue Dec 23 08:31:10 2025", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", fjournal = "IEEE Transactions on Big Data", journal-URL = "https://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", keywords = "Biological system modeling; data integration; data management; Data models; data quality; data security; Data visualization; data visualization; Digital twin; Digital twins; Interoperability; Medical services; Real-time systems; Reviews; Scalability; Smart cities", } @Article{Cai:2025:BEF, author = "Zeju Cai and Jianguo Chen and Yuting Fan and Zibin Zheng and Keqin Li", title = "Blockchain-Empowered Federated Learning: Benefits, Challenges, and Solutions", journal = j-IEEE-TRANS-BIG-DATA, volume = "11", number = "5", pages = "2244--2263", month = oct, year = "2025", DOI = "https://doi.org/10.1109/TBDATA.2025.3541560", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Tue Dec 23 08:31:10 2025", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", fjournal = "IEEE Transactions on Big Data", journal-URL = "https://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", keywords = "Big Data; Blockchain-empowered federated learning (FL); Blockchains; Consensus protocol; Data privacy; distributed artificial intelligence; Federated learning; Privacy; Security; security and privacy; Servers; Surveys; Training", } @Article{Yuan:2025:FFF, author = "Ziqiang Yuan and Kaiyuan Wang and Shoutai Zhu and Ye Yuan and Jingya Zhou and Yanlin Zhu and Wenqi Wei", title = "{FinLLMs}: a Framework for Financial Reasoning Dataset Generation With Large Language Models", journal = j-IEEE-TRANS-BIG-DATA, volume = "11", number = "5", pages = "2264--2277", month = oct, year = "2025", DOI = "https://doi.org/10.1109/TBDATA.2024.3524083", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Tue Dec 23 08:31:10 2025", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", fjournal = "IEEE Transactions on Big Data", journal-URL = "https://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", keywords = "Accuracy; Annotations; Big Data; Biological system modeling; Cognition; data generation; Data models; Finance; Large language models; Manuals; Numerical models; question answering; Training", } @Article{Majeed:2025:DCD, author = "Abdul Majeed and Seong Oun Hwang", title = "A Data-Centric $ \ell $-Diversity Model for Securely Publishing Personal Data With Enhanced Utility", journal = j-IEEE-TRANS-BIG-DATA, volume = "11", number = "5", pages = "2278--2295", month = oct, year = "2025", DOI = "https://doi.org/10.1109/TBDATA.2024.3524832", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Tue Dec 23 08:31:10 2025", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", fjournal = "IEEE Transactions on Big Data", journal-URL = "https://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", keywords = "$\ell$ \ell -diversity; Accuracy; anonymization; Cancer; Computational modeling; Data models; Data privacy; data publishing; data quality; generalization; Information filtering; Information integrity; Maintenance engineering; Personal data; privacy disclosures; Publishing; Syntactics; utility", } @Article{Jin:2025:PFG, author = "Zuodong Jin and Peng Qi and Muyan Yao and Dan Tao", title = "Portraying Fine-Grained Tenant Portrait for Churn Prediction Using Semi-Supervised Graph Convolution and Attention Network", journal = j-IEEE-TRANS-BIG-DATA, volume = "11", number = "5", pages = "2296--2307", month = oct, year = "2025", DOI = "https://doi.org/10.1109/TBDATA.2025.3527200", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Tue Dec 23 08:31:10 2025", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", fjournal = "IEEE Transactions on Big Data", journal-URL = "https://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", keywords = "Accuracy; Big Data; Churn; churn prediction; Communications technology; Convolution; CrossMatch; directed attention network; Feature extraction; Integrated circuit modeling; Predictive models; Privacy; Tenant portraits; Training", } @Article{Liu:2025:RCB, author = "Yao Liu and Yongfei Zhang", title = "Relational Clustering-Based Parallel Spaces Construction and Embedding for Dynamic Knowledge Graph", journal = j-IEEE-TRANS-BIG-DATA, volume = "11", number = "5", pages = "2308--2320", month = oct, year = "2025", DOI = "https://doi.org/10.1109/TBDATA.2025.3527238", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Tue Dec 23 08:31:10 2025", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", fjournal = "IEEE Transactions on Big Data", journal-URL = "https://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", keywords = "Accuracy; Computational modeling; Data models; Dynamic knowledge graph embedding; increment learning; Knowledge graphs; parallel spaces; relational clustering; Representation learning; Semantics; Solid modeling; Tail; Tensors; Vectors", } @Article{Liu:2025:MVH, author = "Huijie Liu and Shulan Ruan and Han Wu and Zhenya Huang and Defu Lian and Qi Liu and Enhong Chen", title = "Multi-View Heterogeneous {HyperGNN} for Heterophilic Knowledge Combination Prediction", journal = j-IEEE-TRANS-BIG-DATA, volume = "11", number = "5", pages = "2321--2337", month = oct, year = "2025", DOI = "https://doi.org/10.1109/TBDATA.2025.3527216", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Tue Dec 23 08:31:10 2025", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", fjournal = "IEEE Transactions on Big Data", journal-URL = "https://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", keywords = "Accuracy; Big Data; Codes; Data analysis; Heterogeneous graph; heterophily; hypergraph neural networks; Image color analysis; knowledge combination prediction; Knowledge engineering; Lighting; Market research; Patents; Technological innovation", } @Article{Cheng:2025:GTS, author = "Yichuan Cheng and Darrick Lee and Harald Oberhauser and Haoliang Li", title = "Generalized Time Series Classification via Component Decomposition and Alignment", journal = j-IEEE-TRANS-BIG-DATA, volume = "11", number = "5", pages = "2338--2352", month = oct, year = "2025", DOI = "https://doi.org/10.1109/TBDATA.2025.3527215", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Tue Dec 23 08:31:10 2025", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", fjournal = "IEEE Transactions on Big Data", journal-URL = "https://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", keywords = "Adaptation models; Big Data; Computational modeling; Data models; Domain generalization; Feature extraction; Human activity recognition; Noise reduction; signal decomposition; Signal resolution; Time series analysis; time series classification; Training", } @Article{Yin:2025:ERB, author = "Junwei Yin and Min Gao and Kai Shu and Zehua Zhao and Yinqiu Huang and Jia Wang", title = "Emulating Reader Behaviors for Fake News Detection", journal = j-IEEE-TRANS-BIG-DATA, volume = "11", number = "5", pages = "2353--2364", month = oct, year = "2025", DOI = "https://doi.org/10.1109/TBDATA.2025.3527230", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Tue Dec 23 08:31:10 2025", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", fjournal = "IEEE Transactions on Big Data", journal-URL = "https://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", keywords = "Big Data; Detectors; Fake news; Fake news detection; Feature extraction; information fusion; MIMICs; multi-modal; multimedia; Noise; Refining; Semantics; Social networking (online); Visualization", } @Article{Wang:2025:GGC, author = "Jing Wang and Dehui Kong and Baocai Yin", title = "{GCLNet}: Generalized Contrastive Learning for Weakly Supervised Temporal Action Localization", journal = j-IEEE-TRANS-BIG-DATA, volume = "11", number = "5", pages = "2365--2375", month = oct, year = "2025", DOI = "https://doi.org/10.1109/TBDATA.2025.3528727", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Tue Dec 23 08:31:10 2025", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", fjournal = "IEEE Transactions on Big Data", journal-URL = "https://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", keywords = "action localization; Big Data; category text; Computational modeling; Context modeling; Contrastive learning; cross-attention mechanism; Feature extraction; Location awareness; modal consensus; Semantics; Training; Videos; Visualization; Weak supervision", } @Article{Chen:2025:ADM, author = "Ao Chen and Xiren Zhou and Yizhan Fan and Huanhuan Chen", title = "Anomaly Detection in Multi-Level Model Space", journal = j-IEEE-TRANS-BIG-DATA, volume = "11", number = "5", pages = "2376--2387", month = oct, year = "2025", DOI = "https://doi.org/10.1109/TBDATA.2025.3534625", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Tue Dec 23 08:31:10 2025", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", fjournal = "IEEE Transactions on Big Data", journal-URL = "https://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", keywords = "Anomaly detection; anomaly detection; Data models; Feature extraction; Fitting; Heuristic algorithms; Learning in the model space; Mathematical models; multi-level model spaces; Real-time systems; Time-frequency analysis; time-series data; Training; Training data", } @Article{Lu:2025:SSG, author = "Hongchun Lu and Songlin He and Xue Li and Min Han and Chase Wu", title = "{SRGTNet}: Subregion-Guided Transformer Hash Network for Fine-Grained Image Retrieval", journal = j-IEEE-TRANS-BIG-DATA, volume = "11", number = "5", pages = "2388--2400", month = oct, year = "2025", DOI = "https://doi.org/10.1109/TBDATA.2025.3533916", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Tue Dec 23 08:31:10 2025", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", fjournal = "IEEE Transactions on Big Data", journal-URL = "https://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", keywords = "attention mechanism; Binary codes; Codes; convolutional neural network; Data mining; Feature extraction; Fine-grained image recognition; Fine-grained image retrieval; hashing; Image retrieval; Semantics; Training; Transformers; Vectors", } @Article{Anjiri:2025:MHA, author = "Simon Nandwa Anjiri and Derui Ding and Yan Song and Ying Sun", title = "A Multiplex Hypergraph Attribute-Based Graph Collaborative Filtering for Cold-Start {POI} Recommendation", journal = j-IEEE-TRANS-BIG-DATA, volume = "11", number = "5", pages = "2401--2416", month = oct, year = "2025", DOI = "https://doi.org/10.1109/TBDATA.2025.3533908", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Tue Dec 23 08:31:10 2025", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", fjournal = "IEEE Transactions on Big Data", journal-URL = "https://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", keywords = "Adaptation models; attribute-based graph collaborative filtering; Biological system modeling; Collaboration; Context modeling; Convolution; Data models; Frequency division multiplexing; graph auto-encoder adversarial networks; Graph neural networks; graph neural networks; Multiplex hypergraphs; POI recommendation; Predictive models; Training", } @Article{Zhang:2025:ETA, author = "Sensen Zhang and Haibo Hong and Mande Xie", title = "Enhancing the Transferability of Adversarial Examples With Random Diversity Ensemble and Variance Reduction Augmentation", journal = j-IEEE-TRANS-BIG-DATA, volume = "11", number = "5", pages = "2417--2430", month = oct, year = "2025", DOI = "https://doi.org/10.1109/TBDATA.2025.3533892", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Tue Dec 23 08:31:10 2025", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", fjournal = "IEEE Transactions on Big Data", journal-URL = "https://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", keywords = "Adversarial examples; Big Data; black-box attacks; Closed box; Data models; Ensemble learning; Glass box; Iterative methods; Optimization; Perturbation methods; Predictive models; random diversity ensemble; Training; transferability; variance reduction augmentation", } @Article{Zhang:2025:DEM, author = "Liang Zhang and Xingyu Wu and Yuhang Ma and Haibin Kan", title = "Data Exchange for the Metaverse With Accountable Decentralized {TTPs} and Incentive Mechanisms", journal = j-IEEE-TRANS-BIG-DATA, volume = "11", number = "5", pages = "2431--2442", month = oct, year = "2025", DOI = "https://doi.org/10.1109/TBDATA.2025.3533924", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Tue Dec 23 08:31:10 2025", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", fjournal = "IEEE Transactions on Big Data", journal-URL = "https://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", keywords = "Big Data; Blockchains; Data exchange; decentralized TTPs; Hands; incentive mechanism; Internet of Things; Metaverse; metaverse; Nickel; Prediction algorithms; Protocols; Semantic Web; Smart contracts; verifiable secret sharing", } @Article{Yu:2025:CCT, author = "Yangwen Yu and Victor O. K. Li and Jacqueline C. K. Lam and Kelvin Chan and Qi Zhang", title = "{CTDI}: {CNN-Transformer}-Based Spatial-Temporal Missing Air Pollution Data Imputation", journal = j-IEEE-TRANS-BIG-DATA, volume = "11", number = "5", pages = "2443--2456", month = oct, year = "2025", DOI = "https://doi.org/10.1109/TBDATA.2025.3533882", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Tue Dec 23 08:31:10 2025", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", fjournal = "IEEE Transactions on Big Data", journal-URL = "https://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", keywords = "Air pollution; Atmospheric modeling; Convolutional neural networks; data imputation; Data models; data recovery; Deep learning; deep learning; Feature extraction; Imputation; missing data; Monitoring; spatial-temporal; Tensors; transformer; Transformers", } @Article{Xiang:2025:SLB, author = "Sheng Xiang and Chenhao Xu and Dawei Cheng and Ying Zhang", title = "Scalable Learning-Based Community-Preserving Graph Generation", journal = j-IEEE-TRANS-BIG-DATA, volume = "11", number = "5", pages = "2457--2470", month = oct, year = "2025", DOI = "https://doi.org/10.1109/TBDATA.2025.3533898", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Tue Dec 23 08:31:10 2025", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", fjournal = "IEEE Transactions on Big Data", journal-URL = "https://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", keywords = "Big Data; Complexity theory; Computational modeling; Deep learning; generative adversarial network; Generative adversarial networks; Generators; Graph generation; graph neural network; Graphics processing units; Scalability; Stochastic processes; Training", } @Article{Shang:2025:MDD, author = "Lanyu Shang and Yang Zhang and Yawen Deng and Dong Wang", title = "{MultiTec}: a Data-Driven Multimodal Short Video Detection Framework for Healthcare Misinformation on {TikTok}", journal = j-IEEE-TRANS-BIG-DATA, volume = "11", number = "5", pages = "2471--2488", month = oct, year = "2025", DOI = "https://doi.org/10.1109/TBDATA.2025.3533919", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Tue Dec 23 08:31:10 2025", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", fjournal = "IEEE Transactions on Big Data", journal-URL = "https://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", keywords = "COVID-19; Fake news; Feature extraction; healthcare misinformation; Medical services; Misinformation detection; multimodal fusion; Semantics; short video; Social networking (online); TikTok; Vaccines; Video on demand; Visualization; Web sites", } @Article{Enkhsaikhan:2025:RCR, author = "Bayaraa Enkhsaikhan and Ohyun Jo", title = "Risk-Constrained Reinforcement Learning With Augmented {Lagrangian} Multiplier for Portfolio Optimization", journal = j-IEEE-TRANS-BIG-DATA, volume = "11", number = "5", pages = "2489--2502", month = oct, year = "2025", DOI = "https://doi.org/10.1109/TBDATA.2025.3533905", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Tue Dec 23 08:31:10 2025", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", fjournal = "IEEE Transactions on Big Data", journal-URL = "https://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", keywords = "Big Data; Computational modeling; Costs; Deep learning; Investment; Markov decision process; Neural networks; Optimization; Particle measurements; Portfolio optimization; Portfolios; Resource management; Risk-averse reinforcement learning", } @Article{Gu:2025:TAE, author = "Hanlin Gu and Xinyuan Zhao and Gongxi Zhu and Yuxing Han and Yan Kang and Lixin Fan and Qiang Yang", title = "A Theoretical Analysis of Efficiency Constrained Utility-Privacy Bi-Objective Optimization in Federated Learning", journal = j-IEEE-TRANS-BIG-DATA, volume = "11", number = "5", pages = "2503--2516", month = oct, year = "2025", DOI = "https://doi.org/10.1109/TBDATA.2025.3534622", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Tue Dec 23 08:31:10 2025", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", fjournal = "IEEE Transactions on Big Data", journal-URL = "https://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", keywords = "Data models; Differential privacy; differential privacy; Federated learning; Linear programming; multi-objective optimization; Noise; Noise level; Optimization; Pareto optimization; Privacy; Training; Trustworthy federated learning", } @Article{Hu:2025:LSS, author = "Jie Hu and Taichuan Zheng and Lilan Peng and Fei Teng and Shengdong Du and Tianrui Li", title = "{LightST}: a Simplifying Spatio-Temporal Graph Neural Network for Traffic Flow Forecasting", journal = j-IEEE-TRANS-BIG-DATA, volume = "11", number = "5", pages = "2517--2528", month = oct, year = "2025", DOI = "https://doi.org/10.1109/TBDATA.2025.3544131", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Tue Dec 23 08:31:10 2025", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", fjournal = "IEEE Transactions on Big Data", journal-URL = "https://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", keywords = "Adaptation models; Computational modeling; Convolution; Convolutional neural networks; Data mining; Forecasting; graph neural network; Graph neural networks; multilayer perceptron; Predictive models; Roads; spatio-temporal embedding; Time series analysis; Traffic flow forecasting", } @Article{Xiao:2025:HOC, author = "Jing Xiao and Yu-Cheng Zou and Xiao-Ke Xu", title = "Higher-Order Community Detection by Motif-Based Modularity Optimization", journal = j-IEEE-TRANS-BIG-DATA, volume = "11", number = "5", pages = "2529--2544", month = oct, year = "2025", DOI = "https://doi.org/10.1109/TBDATA.2025.3544129", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Tue Dec 23 08:31:10 2025", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", fjournal = "IEEE Transactions on Big Data", journal-URL = "https://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", keywords = "Accuracy; Big Data; Clustering methods; Complex networks; Detection algorithms; Higher-order community detection; Image edge detection; Metaheuristics; modularity optimization; nature-inspired computation; network motif; Network motifs; Optimization; Symbiosis", } @Article{Xia:2025:HDL, author = "Yi Xia and Gang Zhou and Junyong Luo and Mingjing Lan and Ningbo Huang", title = "How to Decide Like Human? {A} Commonsense-Aware Hierarchical Framework for Knowledge Graph Reasoning", journal = j-IEEE-TRANS-BIG-DATA, volume = "11", number = "5", pages = "2545--2556", month = oct, year = "2025", DOI = "https://doi.org/10.1109/TBDATA.2025.3544126", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Tue Dec 23 08:31:10 2025", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", fjournal = "IEEE Transactions on Big Data", journal-URL = "https://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", keywords = "Big Data; Cognition; Commonsense knowledge; Commonsense reasoning; Decision making; Knowledge graphs; knowledge graphs; knowledge reasoning; Reinforcement learning; reinforcement learning; Semantics; Space exploration; Tail; Training", } @Article{Peng:2025:RSS, author = "Siyuan Peng and Jingxing Yin and Zhijing Yang and Feiping Nie and Badong Chen", title = "Robust Semi-Supervised Deep Nonnegative Matrix Factorization With Constraint Propagation for Data Representation", journal = j-IEEE-TRANS-BIG-DATA, volume = "11", number = "5", pages = "2557--2571", month = oct, year = "2025", DOI = "https://doi.org/10.1109/TBDATA.2025.3547174", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Tue Dec 23 08:31:10 2025", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", fjournal = "IEEE Transactions on Big Data", journal-URL = "https://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", keywords = "clustering; constraint propagation; correntropy; Data mining; data representation; Data visualization; Deep nonnegative matrix factorization; Feature extraction; Hands; High dimensional data; Loss measurement; Matrix decomposition; Noise measurement; Robustness; Vectors", } @Article{Dong:2025:CAS, author = "Yukang Dong and Fanxing Pan and Yi Gui and Wenbin Jiang and Yao Wan and Ran Zheng and Hai Jin", title = "Comprehensive Architecture Search for Deep Graph Neural Networks", journal = j-IEEE-TRANS-BIG-DATA, volume = "11", number = "5", pages = "2572--2586", month = oct, year = "2025", DOI = "https://doi.org/10.1109/TBDATA.2025.3552336", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Tue Dec 23 08:31:10 2025", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", fjournal = "IEEE Transactions on Big Data", journal-URL = "https://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", keywords = "Aggregates; Bayes methods; Big Data; Deep graph neural networks (GNNs); evolutionary algorithm; Evolutionary computation; Graph neural networks; Neural architecture search; neural architecture search (NAS); Optimization; Reinforcement learning; residual connection; Search problems; Space exploration", } @Article{Xu:2025:EAK, author = "Lantian Xu and Rong-Hua Li and Dong Wen and Qiangqiang Dai and Guoren Wang", title = "Efficient Antagonistic $k$-Plex Enumeration in Signed Graphs", journal = j-IEEE-TRANS-BIG-DATA, volume = "11", number = "5", pages = "2587--2600", month = oct, year = "2025", DOI = "https://doi.org/10.1109/TBDATA.2025.3552335", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Tue Dec 23 08:31:10 2025", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", fjournal = "IEEE Transactions on Big Data", journal-URL = "https://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", keywords = "$k$ k -plex; antagonistic communities; Artificial intelligence; Big Data; Color; Data mining; Image edge detection; Optimization; Proteins; Signed graph; Social networking (online); Symbols; Training", } @Article{Cia-Mina:2025:OSS, author = "Alvaro Cia-Mina and Jesus Lopez-Fidalgo and Weng Kee Wong", title = "Optimal Subdata Selection for Prediction Based on the Distribution of the Covariates", journal = j-IEEE-TRANS-BIG-DATA, volume = "11", number = "5", pages = "2601--2614", month = oct, year = "2025", DOI = "https://doi.org/10.1109/TBDATA.2025.3552343", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Tue Dec 23 08:31:10 2025", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", fjournal = "IEEE Transactions on Big Data", journal-URL = "https://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", keywords = "Covariance matrices; d-optimality; Data models; Density functional theory; i-optimality; information matrix; Optimal approximate designs; Optimization; Predictive models; Probability density function; Probability distribution; Reviews; streaming data; subsampling; Training; Vectors; x-random", } @Article{Liu:2025:RLS, author = "Hanpeng Liu and Shuoxi Zhang and Kun He", title = "Residual Learning for Self-Knowledge Distillation: Enhancing Neural Networks Through Consistency Across Layers", journal = j-IEEE-TRANS-BIG-DATA, volume = "11", number = "5", pages = "2615--2627", month = oct, year = "2025", DOI = "https://doi.org/10.1109/TBDATA.2025.3552326", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Tue Dec 23 08:31:10 2025", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", fjournal = "IEEE Transactions on Big Data", journal-URL = "https://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", keywords = "Accuracy; Big Data; Computational modeling; Costs; Data mining; feature consistency; Feature extraction; Knowledge distillation; Knowledge engineering; residual learning; self-knowledge distillation; Training; Translation; Visualization", } @Article{Mu:2025:NNN, author = "Lin Mu and Yide Cheng and Jun Shen and Yiwen Zhang and Hong Zhong", title = "{NetPrompt}: Neural Network Prompting Enhances Event Extraction in Large Language Models", journal = j-IEEE-TRANS-BIG-DATA, volume = "11", number = "5", pages = "2628--2642", month = oct, year = "2025", DOI = "https://doi.org/10.1109/TBDATA.2025.3552333", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Tue Dec 23 08:31:10 2025", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", fjournal = "IEEE Transactions on Big Data", journal-URL = "https://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", keywords = "Biological neural networks; Companies; Context modeling; Data mining; Dictionaries; event extraction; large language models; Large language models; Named entity recognition; neural network; Neurons; Prompting; Semantics; Training", } @Article{Zhang:2025:EWS, author = "Miao Zhang and Jiawei Wang and Kui Xiao and Zhifang Huang and Zhifei Li and Yan Zhang", title = "Enhancing Weak Supervision for Concept Prerequisite Relation Learning", journal = j-IEEE-TRANS-BIG-DATA, volume = "11", number = "5", pages = "2643--2656", month = oct, year = "2025", DOI = "https://doi.org/10.1109/TBDATA.2025.3552330", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Tue Dec 23 08:31:10 2025", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", fjournal = "IEEE Transactions on Big Data", journal-URL = "https://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", keywords = "Attention mechanisms; Concept prerequisite relations; Data models; encoder-decoder; Encyclopedias; Feature extraction; graph neural networks; Internet; Knowledge based systems; Manuals; Online services; Semantics; Unsupervised learning; weakly supervised learning", } @Article{Li:2025:MMS, author = "Li Li and Junjun Si and Jinna Lv and Junting Lu and Jianyu Zhang and Shuaifu Dai", title = "{MSST}: Multi-Scale Spatial-Temporal Representation Learning for Trajectory Similarity Computation", journal = j-IEEE-TRANS-BIG-DATA, volume = "11", number = "5", pages = "2657--2668", month = oct, year = "2025", DOI = "https://doi.org/10.1109/TBDATA.2025.3552340", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Tue Dec 23 08:31:10 2025", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", fjournal = "IEEE Transactions on Big Data", journal-URL = "https://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", keywords = "Computational modeling; Contrastive learning; contrastive learning; Measurement; Noise; Representation learning; Roads; self-supervised learning; Spatial resolution; spatial-temporal data; Training; Trajectory; Trajectory representation learning; trajectory similarity; Vectors", } @Article{Dai:2025:SGG, author = "Qi Dai and Yu Gu and Xiaofeng Zhu and Xiaohua Li and Fangfang Li and Ge Yu", title = "Self-Guided Graph Refinement With Progressive Fusion for Multiplex Graph Contrastive Representation Learning", journal = j-IEEE-TRANS-BIG-DATA, volume = "11", number = "5", pages = "2669--2680", month = oct, year = "2025", DOI = "https://doi.org/10.1109/TBDATA.2025.3552331", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Tue Dec 23 08:31:10 2025", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", fjournal = "IEEE Transactions on Big Data", journal-URL = "https://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", keywords = "Aggregates; Contrastive learning; Data mining; Fuses; multiplex graph; Multiplexing; Noise; Optimization; Refining; representation learning; Representation learning; Training", } @Article{Zhao:2025:MNM, author = "Linna Zhao and Jianqiang Li and Li Li and Xi Xu", title = "{MHT-Net}: a Matching-Based Hierarchical Transfer Network for Glaucoma Detection From Fundus Images", journal = j-IEEE-TRANS-BIG-DATA, volume = "11", number = "5", pages = "2681--2695", month = oct, year = "2025", DOI = "https://doi.org/10.1109/TBDATA.2025.3552342", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Tue Dec 23 08:31:10 2025", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", fjournal = "IEEE Transactions on Big Data", journal-URL = "https://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", keywords = "Adversarial machine learning; Data models; Deep learning; deep learning; Diseases; Feature extraction; fundus image; Glaucoma; Glaucoma detection; hierarchical feature extraction; Optical imaging; Retina; Training; Transfer learning; transfer network", } @Article{Zhang:2025:MOG, author = "Lei Zhang and Mingren Ke and Likang Wu and Wuji Zhang and Zihao Chen and Hongke Zhao", title = "Multi-Objective Graph Contrastive Learning for Recommendation", journal = j-IEEE-TRANS-BIG-DATA, volume = "11", number = "5", pages = "2696--2709", month = oct, year = "2025", DOI = "https://doi.org/10.1109/TBDATA.2025.3552341", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Tue Dec 23 08:31:10 2025", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", fjournal = "IEEE Transactions on Big Data", journal-URL = "https://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", keywords = "Accuracy; Collaborative filtering; collaborative filtering; Contrastive learning; contrastive learning; Diversity reception; Electronic mail; Graph convolutional networks; Heavily-tailed distribution; multi-objective recommendation; Recommendation systems; Training; Transfer learning; User experience", } @Article{Su:2025:AGS, author = "Yuming Su and Tinghuai Ma and Huan Rong and Mohamed Magdy Abdel Wahab", title = "Adaptive Graph Structure Learning Neural Rough Differential Equations for Multivariate Time Series Forecasting", journal = j-IEEE-TRANS-BIG-DATA, volume = "11", number = "5", pages = "2710--2723", month = oct, year = "2025", DOI = "https://doi.org/10.1109/TBDATA.2025.3552334", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Tue Dec 23 08:31:10 2025", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", fjournal = "IEEE Transactions on Big Data", journal-URL = "https://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", keywords = "Accuracy; Adaptation models; Computational modeling; Correlation; Data models; Forecasting; Graph neural networks; Graph structure learning; Mathematical models; multivariate time series forecasting; neural ordinary differential equations; Predictive models; Time series analysis", } @Article{Zhao:2025:ICP, author = "Weidong Zhao and Xiaoyu Wang and Liqing Qiu", title = "Incorporating Confused Phraseological Knowledge Based on {Pinyin} Input Method for {Chinese} Spelling Correction", journal = j-IEEE-TRANS-BIG-DATA, volume = "11", number = "5", pages = "2724--2735", month = oct, year = "2025", DOI = "https://doi.org/10.1109/TBDATA.2025.3552344", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Tue Dec 23 08:31:10 2025", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib; https://www.math.utah.edu/pub/tex/bib/spell.bib", fjournal = "IEEE Transactions on Big Data", journal-URL = "https://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", keywords = "BERT; Chinese spelling correction; Context modeling; Data mining; external knowledge; Feature extraction; Keyboards; Knowledge based systems; Phonetics; pinyin IME; Semantics; Shape; Training; Visualization", } @Article{Slika:2025:PIS, author = "Bouthaina Slika and Fadi Dornaika and Fares Bougourzi and Karim Hammoudi", title = "{PViTGAtt-IP}: Severity Quantification of Lung Infections in Chest {X}-Rays and {CT} Scans via Parallel and Cross-Attended Encoders", journal = j-IEEE-TRANS-BIG-DATA, volume = "11", number = "5", pages = "2736--2748", month = oct, year = "2025", DOI = "https://doi.org/10.1109/TBDATA.2025.3556612", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Tue Dec 23 08:31:10 2025", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", fjournal = "IEEE Transactions on Big Data", journal-URL = "https://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", keywords = "Automatic prediction; chest X-ray; Computed tomography; Computer vision; COVID-19; CT scans; Deep learning; Lungs; Medical diagnostic imaging; Pneumonia; severity quantification; Training; Transformers; vision transformer; X-ray imaging", } @Article{Hu:2025:SLS, author = "Ling Hu and Tongqing Zhou and Zhihuang Liu and Fang Liu and Zhiping Cai", title = "Split Learning on Segmented Healthcare Data", journal = j-IEEE-TRANS-BIG-DATA, volume = "11", number = "5", pages = "2749--2763", month = oct, year = "2025", DOI = "https://doi.org/10.1109/TBDATA.2025.3556639", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Tue Dec 23 08:31:10 2025", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", fjournal = "IEEE Transactions on Big Data", journal-URL = "https://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", keywords = "Data models; Data privacy; data privacy; Diseases; Distributed databases; distributed machine learning; Federated learning; healthcare data; Hospitals; Medical services; Privacy; Sequential data analysis; Servers; split learning; Training", } @Article{Zhang:2025:RDH, author = "Hanqi Zhang and Yandong Zheng and Chang Xu and Liehuang Zhu and Jiayin Wang", title = "Revocable {DSSE} in Healthcare Systems With Range Query Support", journal = j-IEEE-TRANS-BIG-DATA, volume = "11", number = "5", pages = "2764--2778", month = oct, year = "2025", DOI = "https://doi.org/10.1109/TBDATA.2025.3556636", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Tue Dec 23 08:31:10 2025", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", fjournal = "IEEE Transactions on Big Data", journal-URL = "https://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", keywords = "backward privacy; Data privacy; Databases; DSSE; Encryption; forward privacy; Heart rate; Indexes; key update; keyword search; Medical services; Monitoring; Privacy; Protocols; range query; Servers; user revocation", } @Article{Xu:2025:NCC, author = "Weihua Xu and Di Jiang", title = "A Novel Concept-Cognitive Learning Model Oriented to Three-Way Concept for Knowledge Acquisition", journal = j-IEEE-TRANS-BIG-DATA, volume = "11", number = "5", pages = "2779--2791", month = oct, year = "2025", DOI = "https://doi.org/10.1109/TBDATA.2025.3556637", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Tue Dec 23 08:31:10 2025", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", fjournal = "IEEE Transactions on Big Data", journal-URL = "https://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", keywords = "Accuracy; Big Data; Brain modeling; Computational modeling; concept-cognitive learning; Context modeling; Formal concept analysis; formal concept analysis; granular computing; Granular computing; Knowledge acquisition; Learning systems; Three-way concept; Transforms", } @Article{Yun:2025:UDD, author = "Unil Yun and Hanju Kim and Myungha Cho and Taewoong Ryu and Seungwan Park and Doyoon Kim and Doyoung Kim and Chanhee Lee and Witold Pedrycz", title = "Utility-Driven Data Analytics Algorithm for Transaction Modifications Using Pre-Large Concept With Single Database Scan", journal = j-IEEE-TRANS-BIG-DATA, volume = "11", number = "5", pages = "2792--2808", month = oct, year = "2025", DOI = "https://doi.org/10.1109/TBDATA.2025.3556615", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Tue Dec 23 08:31:10 2025", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", fjournal = "IEEE Transactions on Big Data", journal-URL = "https://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", keywords = "Big Data; Data analysis; Data mining; Data structures; Databases; Dynamic databases; high utility patterns; Performance evaluation; pre-large concept; Real-time systems; Runtime; single database scan; Streams; transaction modifications; Upper bound", } @Article{Guan:2025:TBN, author = "Faqian Guan and Tianqing Zhu and Wanlei Zhou and Philip S. Yu", title = "Topology-Based Node-Level Membership Inference Attacks on Graph Neural Networks", journal = j-IEEE-TRANS-BIG-DATA, volume = "11", number = "5", pages = "2809--2826", month = oct, year = "2025", DOI = "https://doi.org/10.1109/TBDATA.2025.3558855", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Tue Dec 23 08:31:10 2025", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", fjournal = "IEEE Transactions on Big Data", journal-URL = "https://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", keywords = "Analytical models; Data models; Graph neural networks; Graph neural networks (GNNs); membership inference attack; node-level privacy; Predictive models; privacy preservation; Robustness; Social networking (online); Topology; Training; Training data; Vectors", } @Article{Huang:2025:FFB, author = "Jiande Huang and Yuhui Deng and Jianjun Li and Lijuan Lu and Qifen Yang and Geyong Min", title = "{FIFA}: a Forest-Based Sliding Window Aggregation Scheme for Out-of-Order Data Streams", journal = j-IEEE-TRANS-BIG-DATA, volume = "11", number = "6", pages = "2827--2840", month = dec, year = "2025", DOI = "https://doi.org/10.1109/TBDATA.2025.3558844", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Tue Dec 23 08:31:10 2025", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", fjournal = "IEEE Transactions on Big Data", journal-URL = "https://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", keywords = "Big Data; Complexity theory; Data stream processing; Forestry; Out of order; out-of-order data streams; Real-time systems; sliding window; stream computing; Streams; Throughput; Transforms; Vegetation; Windows", } @Article{Zhao:2025:CDR, author = "Wanjing Zhao and Yunpeng Xiao and Chaolong Jia and Tun Li and Rong Wang and Qian Li", title = "A Cross-Domain Recommendation Model Integrating Users' Long-Term and Short-Term Interests", journal = j-IEEE-TRANS-BIG-DATA, volume = "11", number = "6", pages = "2841--2855", month = dec, year = "2025", DOI = "https://doi.org/10.1109/TBDATA.2025.3558836", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Tue Dec 23 08:31:10 2025", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", fjournal = "IEEE Transactions on Big Data", journal-URL = "https://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", keywords = "Accuracy; adaptive aggregation; attention mechanisms; Attention mechanisms; Big Data; Collaborative filtering; Cross-domain recommendation; Electronic commerce; Focusing; Graph convolutional networks; Logic gates; long-term and short-term interests; Motion pictures; Training", } @Article{Wang:2025:LCY, author = "Mingjie Wang and Jianxiong Guo and Sirui Li and Dingwen Xiao and Zhiqing Tang", title = "Look Closer to Your Enemy: Learning to Attack via Teacher-Student Mimicking", journal = j-IEEE-TRANS-BIG-DATA, volume = "11", number = "6", pages = "2856--2869", month = dec, year = "2025", DOI = "https://doi.org/10.1109/TBDATA.2025.3558832", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Tue Dec 23 08:31:10 2025", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", fjournal = "IEEE Transactions on Big Data", journal-URL = "https://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", keywords = "Adaptation models; Adversarial attack; Big Data; Data models; GAN; Generators; Identification of persons; image classification; memory module; Memory modules; Prototypes; ReID; Robustness; Surveillance; Training", } @Article{Li:2025:PMS, author = "Renjie Li and Son N. Tran and Saurabh Garg and Katherine Lawler and Jane Alty and Quan Bai", title = "Parallel Multi-Scale Deep Supervision Net for Hand Key Point Detection", journal = j-IEEE-TRANS-BIG-DATA, volume = "11", number = "6", pages = "2870--2883", month = dec, year = "2025", DOI = "https://doi.org/10.1109/TBDATA.2025.3566535", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Tue Dec 23 08:31:10 2025", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", fjournal = "IEEE Transactions on Big Data", journal-URL = "https://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", keywords = "Australia; Convolutional neural networks; Data mining; Decoding; Deep learning; Deep supervision; Feature extraction; hand key point detection; Hands; multi-scale; Neuroscience; Propagation losses; Visualization", } @Article{Liu:2025:CFCb, author = "Changchun Liu and Lei Wang and Bowei Zhao and Mengmeng Wei and Yang Li and Mianshuo Lu and Yu Wei and Sizhe Liang", title = "Collaborative Framework for {circRNA-Disease} Associations Prediction Using Dual Variational Graph", journal = j-IEEE-TRANS-BIG-DATA, volume = "11", number = "6", pages = "2884--2895", month = dec, year = "2025", DOI = "https://doi.org/10.1109/TBDATA.2025.3566581", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Tue Dec 23 08:31:10 2025", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", fjournal = "IEEE Transactions on Big Data", journal-URL = "https://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", keywords = "circRNA; circRNA-disease association; Collaboration; Data mining; Diseases; Feature extraction; Matrix decomposition; multi-heterogeneous graphs; Nearest neighbor methods; random walk with restart; RNA; Semantics; Splicing; Training; variational graph auto-encoder", } @Article{Xu:2025:DGD, author = "Mengfei Xu and Bowen Luo and Jianfeng Xu and Feng Ding", title = "Deep Global Distance Estimation Hashing for Image Retrieval", journal = j-IEEE-TRANS-BIG-DATA, volume = "11", number = "6", pages = "2896--2913", month = dec, year = "2025", DOI = "https://doi.org/10.1109/TBDATA.2025.3566532", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Tue Dec 23 08:31:10 2025", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", fjournal = "IEEE Transactions on Big Data", journal-URL = "https://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", keywords = "Binary codes; Data mining; Deep hashing; Encoding; Estimation; Feature extraction; global distance estimation; Image retrieval; image retrieval; list-wise; Manuals; Quantization (signal); Semantics; Training", } @Article{Liang:2025:VFR, author = "Jintao Liang and Sen Su and Zhenya Wang", title = "Vertical Federated Representation Synthesis for Non-Aligned Samples in the Active Party", journal = j-IEEE-TRANS-BIG-DATA, volume = "11", number = "6", pages = "2914--2928", month = dec, year = "2025", DOI = "https://doi.org/10.1109/TBDATA.2025.3566595", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Tue Dec 23 08:31:10 2025", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", fjournal = "IEEE Transactions on Big Data", journal-URL = "https://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", keywords = "Accuracy; Electronic commerce; Feature extraction; Federated learning; Knowledge transfer; knowledge transfer; Matrix decomposition; Predictive models; Principal component analysis; Privacy; representation extraction; representation synthesis; Training; Vertical federated learning (VFL)", } @Article{Xian:2025:SRB, author = "Xingping Xian and Tao Wu and Shaojie Qiao and Chao Wang and Lin Yuan and Yanbing Liu", title = "Self-Representation-Based Generative Graph Neural Networks for End-to-End Link Prediction", journal = j-IEEE-TRANS-BIG-DATA, volume = "11", number = "6", pages = "2929--2945", month = dec, year = "2025", DOI = "https://doi.org/10.1109/TBDATA.2025.3566584", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Tue Dec 23 08:31:10 2025", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", fjournal = "IEEE Transactions on Big Data", journal-URL = "https://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", keywords = "Big Data; Collaboration; Convolution; Data mining; Feature extraction; generative graph neural networks; graph neural networks; Graph neural networks; Link Prediction; low-rank and sparse modeling; Organizations; Predictive models; Seals; Self-supervised learning; self-supervised learning", } @Article{Xiao:2025:GEM, author = "Chunjing Xiao and Yao Tong and Jiahui Lu and Yuxia Xue and Wenxin Tai and Zhangtao Cheng and Fan Zhou", title = "Graph-Enhanced Multi-Scale Contrastive Learning for Graph Anomaly Detection With Adaptive Diffusion Models", journal = j-IEEE-TRANS-BIG-DATA, volume = "11", number = "6", pages = "2946--2957", month = dec, year = "2025", DOI = "https://doi.org/10.1109/TBDATA.2025.3566619", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Tue Dec 23 08:31:10 2025", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", fjournal = "IEEE Transactions on Big Data", journal-URL = "https://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", keywords = "Adaptation models; Anomaly detection; Big Data; Contrastive learning; contrastive learning; Diffusion models; diffusion models; Force; Graph anomaly detection; graph neural networks; Neural networks; Noise reduction; Robustness; Training", } @Article{Zheng:2025:FAC, author = "Xiaoyao Zheng and Haonan Li and Di Wu and Tianran Bu and Peng Hu and Ji Zhang", title = "Federated Average Clustering Learning Based on Time-Asynchronous Similarity", journal = j-IEEE-TRANS-BIG-DATA, volume = "11", number = "6", pages = "2958--2971", month = dec, year = "2025", DOI = "https://doi.org/10.1109/TBDATA.2025.3566605", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Tue Dec 23 08:31:10 2025", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", fjournal = "IEEE Transactions on Big Data", journal-URL = "https://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", keywords = "Accuracy; Clustering algorithms; Communication efficiency; Computational modeling; Convergence; Costs; Data models; Distributed databases; federated clustering algorithm; Federated learning; federated learning; non-independent and identically; Servers; Training", } @Article{Pang:2025:TPP, author = "Ning Pang and Xiang Zhao and Weixin Zeng and Zhen Tan and Weidong Xiao", title = "Towards Privacy-Preserving Personalized Federated Relation Classification", journal = j-IEEE-TRANS-BIG-DATA, volume = "11", number = "6", pages = "2972--2986", month = dec, year = "2025", DOI = "https://doi.org/10.1109/TBDATA.2025.3566576", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Tue Dec 23 08:31:10 2025", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", fjournal = "IEEE Transactions on Big Data", journal-URL = "https://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", keywords = "Computational modeling; Data models; Differential privacy; differential privacy; federated learning; Federated learning; Heavily-tailed distribution; heterogeneous texts; long-tail relations; Predictive models; Privacy; Prototypes; Relation classification; Servers; Training", } @Article{Khan:2025:UHF, author = "Bilal Khan and Jia Wu and Jian Yang and Malik Khizar Hayat and Shan Xue", title = "A Unified Hypergraph Framework for Inter and Intra-Session Dynamics in Session-Based Social Recommendations", journal = j-IEEE-TRANS-BIG-DATA, volume = "11", number = "6", pages = "2987--3002", month = dec, year = "2025", DOI = "https://doi.org/10.1109/TBDATA.2025.3566617", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Tue Dec 23 08:31:10 2025", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", fjournal = "IEEE Transactions on Big Data", journal-URL = "https://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", keywords = "Accuracy; Big Data; Couplings; Data models; graph neural network; Graph neural networks; hypergraph; linkage graph; recommendation; Recommender systems; session embedding; Session-based social recommendation; Social networking (online); Symbols; Training; Vectors", } @Article{Althebeiti:2025:EVR, author = "Hattan Althebeiti and Mohammed Alkinoon and Manar Mohaisen and Saeed Salem and DaeHun Nyang and David Mohaisen", title = "Enhancing Vulnerability Reports With Automated and Augmented Description Summarization", journal = j-IEEE-TRANS-BIG-DATA, volume = "11", number = "6", pages = "3003--3015", month = dec, year = "2025", DOI = "https://doi.org/10.1109/TBDATA.2025.3566618", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Tue Dec 23 08:31:10 2025", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", fjournal = "IEEE Transactions on Big Data", journal-URL = "https://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", keywords = "Big Data; Computational modeling; Databases; Decoding; Encoding; Measurement; national vulnerability database (NVD); natural language processing summarization; Pipelines; Security; Training; transformer; Transformers; Vulnerability", } @Article{Fan:2025:DMA, author = "Jin Fan and Fu Zhu and Wenchao Weng and Xinyi Zhang and Hanyu Jiang and Hao Tian and Huifeng Wu", title = "Dynamic Modeling and Analysis of Bi-Directional Traffic Flows Through a Deep Spatio-Temporal Graph Neural Network", journal = j-IEEE-TRANS-BIG-DATA, volume = "11", number = "6", pages = "3016--3028", month = dec, year = "2025", DOI = "https://doi.org/10.1109/TBDATA.2025.3566578", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Tue Dec 23 08:31:10 2025", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", fjournal = "IEEE Transactions on Big Data", journal-URL = "https://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", keywords = "Adaptation models; attention network; Convolution; Correlation; Data mining; Data models; deep neural networks; Feature extraction; Forecasting; graph convolutional network; Graph convolutional networks; Predictive models; Roads; spatio-temporal model; Traffic flow prediction", } @Article{Cuzzocrea:2025:DAF, author = "Alfredo Cuzzocrea and Selim Soufargi", title = "{AB-DOM}: an Algorithmic Framework for Supporting Privacy-Preserving Big Data Publishing in Big Data Lakes", journal = j-IEEE-TRANS-BIG-DATA, volume = "11", number = "6", pages = "3029--3046", month = dec, year = "2025", DOI = "https://doi.org/10.1109/TBDATA.2025.3570081", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Tue Dec 23 08:31:10 2025", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", fjournal = "IEEE Transactions on Big Data", journal-URL = "https://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", keywords = "Big Data; Big Data lakes; Cancer; Data analysis; Data privacy; Immunotherapy; Information filtering; Information integrity; Medical services; Precision medicine; Privacy-preserving Big Data; Publishing", } @Article{Yu:2025:EAD, author = "Zhiwen Yu and Siyong Huang and Kaixiang Yang and Jianming Lv and C. L. Philip Chen", title = "Ensemble Approaches for Dynamic Data Stream Classification Under Label Scarcity", journal = j-IEEE-TRANS-BIG-DATA, volume = "11", number = "6", pages = "3047--3060", month = dec, year = "2025", DOI = "https://doi.org/10.1109/TBDATA.2025.3570072", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Tue Dec 23 08:31:10 2025", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", fjournal = "IEEE Transactions on Big Data", journal-URL = "https://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", keywords = "Accuracy; Active learning; Adaptation models; Big Data; Classification algorithms; Clustering algorithms; Concept drift; concept drift; Data models; Ensemble learning; one-class classification; online active learning; scarcity of labels; Training", } @Article{Wang:2025:GCH, author = "Yu Wang and Lei Sang and Yi Zhang and Yiwen Zhang and Xindong Wu", title = "Generative-Contrastive Heterogeneous Graph Neural Network", journal = j-IEEE-TRANS-BIG-DATA, volume = "11", number = "6", pages = "3061--3073", month = dec, year = "2025", DOI = "https://doi.org/10.1109/TBDATA.2025.3570082", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Tue Dec 23 08:31:10 2025", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", fjournal = "IEEE Transactions on Big Data", journal-URL = "https://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", keywords = "Autoencoders; Codes; Contrastive learning; contrastive learning (CL); Data augmentation; Decoding; generative learning; Graph neural networks; heterogeneous graph neural networks; Mercury (metals); Mutual information; Self-supervised learning (SSL); Semantics; Training", } @Article{Zhang:2025:SKE, author = "Yuanxun Zhang and Xiyao Cheng and Roland Oruche and Sai Swathi Sivarathri and Prasad Calyam", title = "{ScholarFinder}: Knowledge Embedding Based Recommendations Using a Deep Embedded Clustering Model", journal = j-IEEE-TRANS-BIG-DATA, volume = "11", number = "6", pages = "3074--3089", month = dec, year = "2025", DOI = "https://doi.org/10.1109/TBDATA.2025.3570035", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Tue Dec 23 08:31:10 2025", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", fjournal = "IEEE Transactions on Big Data", journal-URL = "https://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", keywords = "Adaptation models; Autoencoders; clustering; Data mining; deep learning; Deep learning; Embedding; Feature extraction; Generative adversarial networks; Probabilistic logic; recommendation system; Recommender systems; Representation learning; representation learning; Training", } @Article{Jia:2025:BDS, author = "Chaolong Jia and Fu Jiang and Bingyu Huang and Zheyi Kang and Rong Wang and Yunpeng Xiao", title = "Bi-Directional Spatiotemporal Gated Graph Convolutional Network for Traffic Speed Prediction", journal = j-IEEE-TRANS-BIG-DATA, volume = "11", number = "6", pages = "3090--3102", month = dec, year = "2025", DOI = "https://doi.org/10.1109/TBDATA.2025.3576009", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Tue Dec 23 08:31:10 2025", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", fjournal = "IEEE Transactions on Big Data", journal-URL = "https://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", keywords = "adaptive feature fusion; attention mechanism; Attention mechanisms; Correlation; Heuristic algorithms; Natural language processing; Predictive models; Roads; Semantics; spatial-temporal model; Spatiotemporal phenomena; Speech recognition; Traffic speed prediction; Trajectory", } @Article{Zhou:2025:ADE, author = "Wujie Zhou and Yangzhen Li and Yuanyuan Liu", title = "Asymmetric Dual-Encoder Network With Clustering and Mutual Contrast Loss for the Semantic Segmentation of Remote-Sensing Images", journal = j-IEEE-TRANS-BIG-DATA, volume = "11", number = "6", pages = "3103--3115", month = dec, year = "2025", DOI = "https://doi.org/10.1109/TBDATA.2025.3575945", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Tue Dec 23 08:31:10 2025", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", fjournal = "IEEE Transactions on Big Data", journal-URL = "https://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", keywords = "Accuracy; clustering; Clustering algorithms; Computer architecture; convolutional neural network; Convolutional neural networks; Data mining; Feature extraction; Multimodal remote-sensing image; mutual contrast loss; Remote sensing; Semantic segmentation; Semantics; transformer; Transformers", } @Article{Wang:2025:ETC, author = "Yihan Wang and Qi Song and Ling Zheng and Xiang-Yang Li", title = "Efficient and Tractable Conflict Detection in Knowledge Graphs via Path Analysis", journal = j-IEEE-TRANS-BIG-DATA, volume = "11", number = "6", pages = "3116--3129", month = dec, year = "2025", DOI = "https://doi.org/10.1109/TBDATA.2025.3575948", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Tue Dec 23 08:31:10 2025", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", fjournal = "IEEE Transactions on Big Data", journal-URL = "https://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", keywords = "Big Data; Knowledge graph; Knowledge graphs; Learning systems; Manuals; pattern; Representation learning; ring; semantic conflict; Semantics; Structural rings; Time complexity; Training; Vectors", } @Article{Yu:2025:UCW, author = "Lei Yu and Ke Han", title = "Using Construction Waste Hauling Trucks' {GPS} Data to Classify Earthwork-Related Locations: a Chengdu Case Study", journal = j-IEEE-TRANS-BIG-DATA, volume = "11", number = "6", pages = "3130--3141", month = dec, year = "2025", DOI = "https://doi.org/10.1109/TBDATA.2025.3575940", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Tue Dec 23 08:31:10 2025", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", fjournal = "IEEE Transactions on Big Data", journal-URL = "https://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", keywords = "Big Data; classification; Data mining; Dust pollution; earthwork locations; Environmentally friendly manufacturing techniques; Feature extraction; feature importance; Global Positioning System; Land surface; machine learning; Machine learning; Pollution; Trajectory; Urban areas", } @Article{Venkatasubba:2025:BBS, author = "Karthik Venkatasubba and Saim Khan and Somesh Singh and Harsha Vardhan Simhadri and Jyothi Vedurada", title = "{BANG}: Billion-Scale Approximate Nearest Neighbour Search Using a Single {GPU}", journal = j-IEEE-TRANS-BIG-DATA, volume = "11", number = "6", pages = "3142--3157", month = dec, year = "2025", DOI = "https://doi.org/10.1109/TBDATA.2025.3581085", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Tue Dec 23 08:31:10 2025", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", fjournal = "IEEE Transactions on Big Data", journal-URL = "https://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", keywords = "Approximate nearest neighbour search (ANNS); approximate search; big data; Costs; GPU; graph and tree search; Graphics processing units; Hardware; Indexes; information retrieval; Kernel; Memory management; Parallel processing; Sharding; Throughput; vector similarity search; Vectors", } @Article{Yu:2025:DDB, author = "Zhongyang Yu and Zhihai Wang and Jidong Yuan and Huiting Pei and Yuxuan Fan and Shijiang Li", title = "{DTWformer}: a {DTW-Based} Transformer for Multivariate Time Series Forecasting", journal = j-IEEE-TRANS-BIG-DATA, volume = "11", number = "6", pages = "3158--3169", month = dec, year = "2025", DOI = "https://doi.org/10.1109/TBDATA.2025.3581114", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Tue Dec 23 08:31:10 2025", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", fjournal = "IEEE Transactions on Big Data", journal-URL = "https://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", keywords = "Adaptation models; attention; Attention mechanisms; Computational modeling; DTW; Forecasting; Market research; multi-scale; Noise; Standards; time series; Time series analysis; Training; Transformers", } @Article{Lin:2025:EEC, author = "Longlong Lin and Yue He and Wei Chen and Pingpeng Yuan and Rong-Hua Li and Tao Jia", title = "Effective and Efficient Conductance-Based Community Search at Billion Scale", journal = j-IEEE-TRANS-BIG-DATA, volume = "11", number = "6", pages = "3170--3184", month = dec, year = "2025", DOI = "https://doi.org/10.1109/TBDATA.2025.3588028", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Tue Dec 23 08:31:10 2025", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", fjournal = "IEEE Transactions on Big Data", journal-URL = "https://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", keywords = "and $k$ k -core; Big Data; Clustering algorithms; Community search; Computational efficiency; Computer science; conductance; Data mining; Search problems; Seminars; Symbols; Training; Vectors", } @Article{Yang:2025:MVS, author = "Murong Yang and Shihui Ying and Xin-Jian Xu and Yue Gao", title = "Multi-View Spectral Clustering on the {Grassmannian} Manifold With Hypergraph Representation", journal = j-IEEE-TRANS-BIG-DATA, volume = "11", number = "6", pages = "3185--3196", month = dec, year = "2025", DOI = "https://doi.org/10.1109/TBDATA.2025.3588078", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Tue Dec 23 08:31:10 2025", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", fjournal = "IEEE Transactions on Big Data", journal-URL = "https://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", keywords = "Adaptation models; Clustering algorithms; Electronic mail; Grassmannian manifold; Hypergraph representation; Laplace equations; Manifolds; multi-view learning; Noise; Optimization; Sparse approximation; Sparse matrices; spectral clustering; Transforms", } @Article{Wu:2025:DGC, author = "Bin Wu and Xun Su and Long Chen and Jing Liang and Yangdong Ye", title = "Disentangled Graph Contrastive Learning for Socially-Aware Next-Item Recommendation", journal = j-IEEE-TRANS-BIG-DATA, volume = "11", number = "6", pages = "3197--3211", month = dec, year = "2025", DOI = "https://doi.org/10.1109/TBDATA.2025.3588077", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Tue Dec 23 08:31:10 2025", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", fjournal = "IEEE Transactions on Big Data", journal-URL = "https://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", keywords = "Artificial intelligence; Attention mechanisms; Big Data; Contrastive learning; contrastive learning; Data mining; graph neural networks; Next-item recommendation; Predictive models; social influence; Training; Transformers; Translation; User preference", } @Article{An:2025:PMS, author = "Chen An and Zibao Lu and Yuru Ma and Weiwei Zhao and Xinyi Chen", title = "Prediction of Multivariate Spatial-Temporal Series Data Based on Adaptive Spatial-Temporal Information", journal = j-IEEE-TRANS-BIG-DATA, volume = "11", number = "6", pages = "3212--3224", month = dec, year = "2025", DOI = "https://doi.org/10.1109/TBDATA.2025.3588086", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Tue Dec 23 08:31:10 2025", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", fjournal = "IEEE Transactions on Big Data", journal-URL = "https://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", keywords = "Accuracy; Convolution; Convolutional neural networks; Data models; gated time convolutional networks; graph neural network; Graph neural networks; Monitoring; Roads; Sensors; spatial-temporal embedding; Spatial-temporal series data; Training; Vehicle dynamics", } @Article{Huang:2025:EFD, author = "Wei-Jian Huang and Li Huang and Tai-Xiang Jiang and Yu-Bang Zheng and Guisong Liu", title = "Efficient {FCTN} Decomposition With Structural Sparsity for Noisy Tensor Completion", journal = j-IEEE-TRANS-BIG-DATA, volume = "11", number = "6", pages = "3225--3239", month = dec, year = "2025", DOI = "https://doi.org/10.1109/TBDATA.2025.3588029", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Tue Dec 23 08:31:10 2025", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", fjournal = "IEEE Transactions on Big Data", journal-URL = "https://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", keywords = "Accuracy; Correlation; Data mining; Machine learning; Matrix decomposition; Noise measurement; noisy tensor completion (NTC); randomized block sampling; Signal processing; Signal processing algorithms; structural sparsity; Tensor decomposition; Tensors; Vectors", } @Article{Mahmud:2025:DNC, author = "Mohammad Sultan Mahmud and Joshua Zhexue Huang and Germ{\'a}n Gonz{\'a}lez-Almagro and Salvador Garc{\'\i}a", title = "Determination of the Number of Clusters in High-Dimensional Data With Subspace Clusters", journal = j-IEEE-TRANS-BIG-DATA, volume = "11", number = "6", pages = "3240--3254", month = dec, year = "2025", DOI = "https://doi.org/10.1109/TBDATA.2025.3588027", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Tue Dec 23 08:31:10 2025", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", fjournal = "IEEE Transactions on Big Data", journal-URL = "https://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", keywords = "Artificial intelligence; ball fusion; Big Data; cluster ensemble; Clustering algorithms; clustering approximation; Clustering methods; Ensemble learning; Estimation; High dimensional data; multiple sample fusion; Noise; number of clusters; Partitioning algorithms; Subspace clusters; Training", } @Article{Li:2025:GGT, author = "Gaichao Li and Jinsong Chen and Kun He", title = "{GTPool}: Graph Transformer Pooling With Diverse Sampling", journal = j-IEEE-TRANS-BIG-DATA, volume = "11", number = "6", pages = "3255--3267", month = dec, year = "2025", DOI = "https://doi.org/10.1109/TBDATA.2025.3588080", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Tue Dec 23 08:31:10 2025", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", fjournal = "IEEE Transactions on Big Data", journal-URL = "https://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", keywords = "Artificial intelligence; Big Data; Computational modeling; Data mining; diverse node sampling; Graph pooling; graph transformer; hierarchical pooling; Image color analysis; node dropping pooling; Representation learning; Sampling methods; Training; Transformers; Wheels", } @Article{Zhu:2025:ITI, author = "Zijian Zhu and Xiao Yang and Hang Su and Shu Zhao and Shibao Zheng", title = "{ImAdv}: Transferable Implicit Adversarial Attack for {3D} Object Detectors in Autonomous Driving", journal = j-IEEE-TRANS-BIG-DATA, volume = "11", number = "6", pages = "3268--3281", month = dec, year = "2025", DOI = "https://doi.org/10.1109/TBDATA.2025.3588083", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Tue Dec 23 08:31:10 2025", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", fjournal = "IEEE Transactions on Big Data", journal-URL = "https://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", keywords = "3D adversarial attack; 3D object detection; Closed box; Computational modeling; Data models; Detectors; Image color analysis; Overfitting; physical attack; Point cloud compression; Solid modeling; texture modeling; Three-dimensional displays; Training", } @Article{Niu:2025:PCS, author = "Guanglin Niu and Bo Li and Siling Feng", title = "A Pluggable Common Sense-Enhanced Framework for Knowledge Graph Completion", journal = j-IEEE-TRANS-BIG-DATA, volume = "11", number = "6", pages = "3282--3299", month = dec, year = "2025", DOI = "https://doi.org/10.1109/TBDATA.2025.3588081", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Tue Dec 23 08:31:10 2025", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", fjournal = "IEEE Transactions on Big Data", journal-URL = "https://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", keywords = "common sense; Data models; entity concepts; Internet; Knowledge graph completion (KGC); Knowledge graphs; Large language models; negative sampling; Ontologies; pluggable framework; Tensors; Training; Translation; Uncertainty; Visualization", } @Article{Xiao:2025:NIC, author = "Junhao Xiao and Yang Wei and Wendong Huang and Jingyu Wang and Xiuli Bi and Xuezong Yang and Yanliang Zhang and Bin Xiao", title = "Neurocognitive Insights: Cognitive Comprehension Attention in Multi-Organ Segmentation", journal = j-IEEE-TRANS-BIG-DATA, volume = "11", number = "6", pages = "3300--3313", month = dec, year = "2025", DOI = "https://doi.org/10.1109/TBDATA.2025.3593348", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Tue Dec 23 08:31:10 2025", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", fjournal = "IEEE Transactions on Big Data", journal-URL = "https://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", keywords = "Accuracy; Attention mechanism; Attention mechanisms; Biological systems; cognitive comprehension driven; Computational modeling; Deep learning; Image segmentation; Learning systems; multi-organ segmentation; neurocognitive science; Training; Transformers; Visualization", } @Article{Li:2025:CIP, author = "Ming Li and Wenwen Zhou and Tao Wang and Yushu Zhang and Wenying Wen", title = "A Comprehensive Image Protection Framework Based on High-Capacity Adversarial Data Hiding", journal = j-IEEE-TRANS-BIG-DATA, volume = "11", number = "6", pages = "3314--3329", month = dec, year = "2025", DOI = "https://doi.org/10.1109/TBDATA.2025.3593381", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Tue Dec 23 08:31:10 2025", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", fjournal = "IEEE Transactions on Big Data", journal-URL = "https://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", keywords = "adversarial examples; Copyright protection; data hiding; Data privacy; image protection; Perturbation methods; Privacy; Protection; Security; Social network platforms; Social networking (online); Training; Usability; Watermarking", } @Article{Kumar:2025:RBC, author = "Vishesh Kumar and Shivam Shukla and Akshay Agarwal", title = "Robustness Benchmarking of Convolutional and Transformer Architectures for Image Classification", journal = j-IEEE-TRANS-BIG-DATA, volume = "11", number = "6", pages = "3330--3341", month = dec, year = "2025", DOI = "https://doi.org/10.1109/TBDATA.2025.3593385", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Tue Dec 23 08:31:10 2025", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", fjournal = "IEEE Transactions on Big Data", journal-URL = "https://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", keywords = "Benchmark testing; Computer vision; convolution; Corruption; Deep learning; Distortion; explainability; Image classification; Image coding; Image quality; Image resolution; robustness; Robustness; transformer; Transformers", } @Article{Chen:2025:DED, author = "Jiewei Chen and Da Wu and Shaoyong Guo and Feng Qi and Xuesong Qiu", title = "{DAG-EnseFL}: {DAG}-Based Asynchronous Federated Learning With Ensemble Distillation", journal = j-IEEE-TRANS-BIG-DATA, volume = "11", number = "6", pages = "3342--3355", month = dec, year = "2025", DOI = "https://doi.org/10.1109/TBDATA.2025.3594244", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Tue Dec 23 08:31:10 2025", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", fjournal = "IEEE Transactions on Big Data", journal-URL = "https://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", keywords = "Accuracy; blockchain; Computer architecture; Consensus protocol; Convergence; Data models; Directed acyclic graph; directed acyclic graph (DAG); Distributed ledger; ensemble distillation; Federated learning; Security; Training", } @Article{Pang:2025:GBC, author = "Yan Pang and Xiangfu Liu and Teng Huang and Yile Hong and Jiahui Huang and Sisi Duan and Changyu Dong", title = "Graph-Based Contract Sensing Framework for Smart Contract Vulnerability Detection", journal = j-IEEE-TRANS-BIG-DATA, volume = "11", number = "6", pages = "3356--3368", month = dec, year = "2025", DOI = "https://doi.org/10.1109/TBDATA.2025.3594303", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Tue Dec 23 08:31:10 2025", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", fjournal = "IEEE Transactions on Big Data", journal-URL = "https://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", keywords = "Accuracy; Attention mechanisms; Blockchains; Codes; Feature extraction; Generators; graph learning; Security; Semantics; Smart contract; Smart contracts; Source coding; vulnerability detection", } @Article{Mukherjee:2025:PBU, author = "Anindita Mukherjee and Jaya Sil and Abhimanyu Sahu and Ananda S. Chowdhury", title = "Patch Based Unsupervised Deep Learning for Retrieval and Part Matching in Large Image Datasets", journal = j-IEEE-TRANS-BIG-DATA, volume = "11", number = "6", pages = "3369--3382", month = dec, year = "2025", DOI = "https://doi.org/10.1109/TBDATA.2025.3594237", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Tue Dec 23 08:31:10 2025", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", fjournal = "IEEE Transactions on Big Data", journal-URL = "https://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", keywords = "Autoencoders; Bipartite graph; bipartite graph; Computational efficiency; Computational modeling; Deep learning; Image retrieval; part matching; patch-based model; Probabilistic logic; Training; Transformers; unsupervised deep learning; Visualization", } @Article{Liu:2025:DBA, author = "Sitong Liu and Zhichao Lian and Liang Xiao", title = "Diffusion-Based Adversarial Purification With Feature Distillation", journal = j-IEEE-TRANS-BIG-DATA, volume = "11", number = "6", pages = "3383--3394", month = dec, year = "2025", DOI = "https://doi.org/10.1109/TBDATA.2025.3594243", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Tue Dec 23 08:31:10 2025", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", fjournal = "IEEE Transactions on Big Data", journal-URL = "https://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", keywords = "Adversarial purification; Computational modeling; Data models; diffusion model; Diffusion models; feature distillation; Feature extraction; Noise; Perturbation methods; Predictive models; Purification; Robustness; robustness; Training", } @Article{Farooq:2025:MHR, author = "Hina Farooq and Muhammad Usman and Huanhuan Chen", title = "{MinoRare}: Handling Rare Minority Instances in Imbalanced and Drifting Data Streams Through Adaptive Instance Weighting Scheme", journal = j-IEEE-TRANS-BIG-DATA, volume = "11", number = "6", pages = "3395--3412", month = dec, year = "2025", DOI = "https://doi.org/10.1109/TBDATA.2025.3594302", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Tue Dec 23 08:31:10 2025", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", fjournal = "IEEE Transactions on Big Data", journal-URL = "https://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", keywords = "Adaptation models; Big Data; class imbalance; concept drift; Concept drift; Costs; Data models; Data stream; Ensemble learning; ensemble learning; Faces; Noise measurement; rare instances; Training; Training data", } @Article{Xiao:2025:KAT, author = "Zhiwen Xiao and Huanlai Xing and Rong Qu and Hui Li and Huagang Tong and Shouxi Luo and Jing Song and Li Feng and Qian Wan", title = "Knowledge Aggregation Transformer Network for Multivariate Time Series Classification", journal = j-IEEE-TRANS-BIG-DATA, volume = "11", number = "6", pages = "3413--3429", month = dec, year = "2025", DOI = "https://doi.org/10.1109/TBDATA.2025.3594294", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Tue Dec 23 08:31:10 2025", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", fjournal = "IEEE Transactions on Big Data", journal-URL = "https://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", keywords = "Classification algorithms; Computational modeling; Data mining; Data models; deep learning; Electronic mail; feature aggregation; Feature extraction; Heuristic algorithms; multivariate time series classification (MTSC); Residual neural networks; Semantics; Time series analysis; transformer; Transformers", } @Article{Lin:2025:HEF, author = "Mianfen Lin and Zhiwen Yu and Kaixiang Yang and C. L. Philip Chen", title = "Hybrid Ensemble Framework for Imbalanced Data Streams With Concept Drift", journal = j-IEEE-TRANS-BIG-DATA, volume = "11", number = "6", pages = "3430--3442", month = dec, year = "2025", DOI = "https://doi.org/10.1109/TBDATA.2025.3594239", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Tue Dec 23 08:31:10 2025", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", fjournal = "IEEE Transactions on Big Data", journal-URL = "https://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", keywords = "Adaptation models; Bagging; Big Data; class imbalance; Computer science; Concept drift; concept drift; Data models; data stream; Ensemble learning; online learning; Real-time systems; Sampling methods; Stability analysis; Training", } @Article{Yu:2025:FPE, author = "Yangyang Yu and Haohang Li and Zhi Chen and Yuechen Jiang and Yang Li and Jordan W. Suchow and Denghui Zhang and Khaldoun Khashanah", title = "{FinMem}: a Performance-Enhanced {LLM} Trading Agent With Layered Memory and Character Design", journal = j-IEEE-TRANS-BIG-DATA, volume = "11", number = "6", pages = "3443--3459", month = dec, year = "2025", DOI = "https://doi.org/10.1109/TBDATA.2025.3593370", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Tue Dec 23 08:31:10 2025", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", fjournal = "IEEE Transactions on Big Data", journal-URL = "https://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", keywords = "Data mining; Decision making; deep learning; Financial AI; financial technology; Investment; Large language models; large language models; Memory modules; Prediction algorithms; Real-time systems; Reflection; trading algorithms; Training; Tuning", } @Article{Zhong:2025:PLP, author = "Zhijie Zhong and Zhiwen Yu and Yiyuan Yang and Weizheng Wang and Kaixiang Yang and C. L. Philip Chen", title = "{PatchAD}: a Lightweight Patch-Based {MLP}-Mixer for Time Series Anomaly Detection", journal = j-IEEE-TRANS-BIG-DATA, volume = "11", number = "6", pages = "3460--3473", month = dec, year = "2025", DOI = "https://doi.org/10.1109/TBDATA.2025.3596745", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Tue Dec 23 08:31:10 2025", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", fjournal = "IEEE Transactions on Big Data", journal-URL = "https://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", keywords = "Anomaly detection; Big Data; Contrastive learning; data mining; Data models; Feature extraction; lightweight; Measurement; Mixers; MLP; time series; Time series analysis; Training; Transformers", } @Article{Situ:2025:DIP, author = "Xiaotong Situ and Tong Liu and Heng Yao and Chuan Qin and Xinpeng Zhang", title = "Document-Image Perceptual Hashing for Content Authentication", journal = j-IEEE-TRANS-BIG-DATA, volume = "11", number = "6", pages = "3474--3487", month = dec, year = "2025", DOI = "https://doi.org/10.1109/TBDATA.2025.3596854", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Tue Dec 23 08:31:10 2025", bibsource = "https://www.math.utah.edu/pub/tex/bib/hash.bib; https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", fjournal = "IEEE Transactions on Big Data", journal-URL = "https://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", keywords = "Authentication; Data mining; Deep learning; document image; Feature extraction; Forgery; Optical character recognition; Perceptual image hashing; Semantics; tampering detection; Transformers; two-branch network; Vectors; Visualization", } @Article{Zhang:2025:ICC, author = "Tao Zhang", title = "Identifying Covert Channels in Blockchain: a Case Study on {Bitcoin}, {Zcash}, {Monero} and {Ethereum}", journal = j-IEEE-TRANS-BIG-DATA, volume = "11", number = "6", pages = "3488--3498", month = dec, year = "2025", DOI = "https://doi.org/10.1109/TBDATA.2025.3594241", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Tue Dec 23 08:31:10 2025", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", fjournal = "IEEE Transactions on Big Data", journal-URL = "https://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", keywords = "Bitcoin; Blockchain; Blockchains; covert channel; Data mining; Ethereum; Handwriting recognition; information hiding; Monero; Privacy; Public key; Receivers; Structural rings; Timing; Training; Zcash", } @Article{Liu:2025:CPA, author = "Hanyang Liu and Yong Wang and Zhiqiang Zhang and Jiangzhou Deng and Yongdong Wang", title = "Comprehensive Privacy Analysis on Recommendation With Causal Embedding Against Model Inversion Attacks", journal = j-IEEE-TRANS-BIG-DATA, volume = "11", number = "6", pages = "3499--3512", month = dec, year = "2025", DOI = "https://doi.org/10.1109/TBDATA.2025.3594291", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Tue Dec 23 08:31:10 2025", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", fjournal = "IEEE Transactions on Big Data", journal-URL = "https://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", keywords = "Accuracy; Adaptation models; causal inference; Cause effect analysis; Correlation; differential privacy; Differential privacy; model inversion attack; Privacy; Recommendation system; Recommender systems; Resistance; Training; Vectors", } @Article{Zhong:2025:DDC, author = "Ting Zhong and Wenxue Ye and Shichong Li and Yang Liu and Zhangtao Cheng and Fan Zhou and Xueqin Chen", title = "{DucDiff}: Dual-Consistent Diffusion for Uncertainty-Aware Information Diffusion Prediction", journal = j-IEEE-TRANS-BIG-DATA, volume = "11", number = "6", pages = "3513--3526", month = dec, year = "2025", DOI = "https://doi.org/10.1109/TBDATA.2025.3598713", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Tue Dec 23 08:31:10 2025", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", fjournal = "IEEE Transactions on Big Data", journal-URL = "https://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", keywords = "cross-distillation; diffusion model; Diffusion models; Diffusion processes; dual-consistent; Information diffusion; Information diffusion prediction; Noise reduction; Predictive models; Symbols; Training; Trajectory; Uncertainty; Vectors", } @Article{Paki:2025:PTT, author = "Reza Paki and Hossein Abbasimehr", title = "{PB-TABL}: Task Incremental Learning Strategy via Applying Piggyback Architecture on Temporal Attention-Augmented Bilinear Networks for Financial Time-Series Classification", journal = j-IEEE-TRANS-BIG-DATA, volume = "11", number = "6", pages = "3527--3538", month = dec, year = "2025", DOI = "https://doi.org/10.1109/TBDATA.2025.3598730", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Tue Dec 23 08:31:10 2025", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", fjournal = "IEEE Transactions on Big Data", journal-URL = "https://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", keywords = "Adaptation models; Biological system modeling; Computational modeling; Computer architecture; Data models; financial time series classification; Forecasting; limit order book; Long short term memory; piggyback; Predictive models; Task incremental learning; Time series analysis; Training", } @Article{Zhao:2025:MME, author = "Lan Zhao and Boyue Wang and Junbin Gao and Xiaoyan Li and Yongli Hu and Baocai Yin", title = "Multi-Modal Entity in One Word: Aligning Multi-Level Semantics for Multi-Modal Knowledge Graph Completion", journal = j-IEEE-TRANS-BIG-DATA, volume = "11", number = "6", pages = "3539--3552", month = dec, year = "2025", DOI = "https://doi.org/10.1109/TBDATA.2025.3600014", ISSN = "2332-7790", ISSN-L = "2332-7790", bibdate = "Tue Dec 23 08:31:10 2025", bibsource = "https://www.math.utah.edu/pub/tex/bib/ieeetransbigdata.bib", fjournal = "IEEE Transactions on Big Data", journal-URL = "https://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6687317", keywords = "Big Data; Data mining; Feature extraction; Image filtering; Information filters; knowledge graph completion; Knowledge graphs; multi-modal feature fusion; Multi-modal knowledge graph completion; multi-modal semantic alignment; Semantics; Training; Translation; Visualization", } %%% [07-Apr-2022] Remember to add missing bi-monthly issue data!