{"id":"https://openalex.org/W4390204917","doi":"https://doi.org/10.26599/bdma.2023.9020006","title":"Incremental Data Stream Classification with Adaptive Multi-Task Multi-View Learning","display_name":"Incremental Data Stream Classification with Adaptive Multi-Task Multi-View Learning","publication_year":2023,"publication_date":"2023-12-25","ids":{"openalex":"https://openalex.org/W4390204917","doi":"https://doi.org/10.26599/bdma.2023.9020006"},"language":"en","primary_location":{"id":"doi:10.26599/bdma.2023.9020006","is_oa":true,"landing_page_url":"https://doi.org/10.26599/bdma.2023.9020006","pdf_url":"https://ieeexplore.ieee.org/ielx7/8254253/10372994/10373002.pdf","source":{"id":"https://openalex.org/S4210209060","display_name":"Big Data Mining and Analytics","issn_l":"2096-0654","issn":["2096-0654"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310311901","host_organization_name":"Tsinghua University Press","host_organization_lineage":["https://openalex.org/P4310311901"],"host_organization_lineage_names":["Tsinghua University Press"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Big Data Mining and Analytics","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"diamond","oa_url":"https://ieeexplore.ieee.org/ielx7/8254253/10372994/10373002.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5100384767","display_name":"Jun Wang","orcid":"https://orcid.org/0000-0002-5890-0365"},"institutions":[{"id":"https://openalex.org/I80143920","display_name":"Shandong University of Science and Technology","ror":"https://ror.org/04gtjhw98","country_code":"CN","type":"education","lineage":["https://openalex.org/I80143920"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Jun Wang","raw_affiliation_strings":["School of Computer Science and Technology, Shandong University,Qingdao,China,266237"],"affiliations":[{"raw_affiliation_string":"School of Computer Science and Technology, Shandong University,Qingdao,China,266237","institution_ids":["https://openalex.org/I80143920"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5081899415","display_name":"Maiwang Shi","orcid":null},"institutions":[{"id":"https://openalex.org/I80143920","display_name":"Shandong University of Science and Technology","ror":"https://ror.org/04gtjhw98","country_code":"CN","type":"education","lineage":["https://openalex.org/I80143920"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Maiwang Shi","raw_affiliation_strings":["School of Computer Science and Technology, Shandong University,Qingdao,China,266237"],"affiliations":[{"raw_affiliation_string":"School of Computer Science and Technology, Shandong University,Qingdao,China,266237","institution_ids":["https://openalex.org/I80143920"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5014875315","display_name":"Xiao Zhang","orcid":"https://orcid.org/0000-0002-5026-8692"},"institutions":[{"id":"https://openalex.org/I80143920","display_name":"Shandong University of Science and Technology","ror":"https://ror.org/04gtjhw98","country_code":"CN","type":"education","lineage":["https://openalex.org/I80143920"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xiao Zhang","raw_affiliation_strings":["School of Computer Science and Technology, Shandong University,Qingdao,China,266237"],"affiliations":[{"raw_affiliation_string":"School of Computer Science and Technology, Shandong University,Qingdao,China,266237","institution_ids":["https://openalex.org/I80143920"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100332367","display_name":"Yan Li","orcid":"https://orcid.org/0000-0003-0607-3166"},"institutions":[{"id":"https://openalex.org/I80143920","display_name":"Shandong University of Science and Technology","ror":"https://ror.org/04gtjhw98","country_code":"CN","type":"education","lineage":["https://openalex.org/I80143920"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yan Li","raw_affiliation_strings":["School of Computer Science and Technology, Shandong University,Qingdao,China,266237"],"affiliations":[{"raw_affiliation_string":"School of Computer Science and Technology, Shandong University,Qingdao,China,266237","institution_ids":["https://openalex.org/I80143920"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5113723073","display_name":"Yunsheng Yuan","orcid":"https://orcid.org/0000-0001-5262-8447"},"institutions":[{"id":"https://openalex.org/I80143920","display_name":"Shandong University of Science and Technology","ror":"https://ror.org/04gtjhw98","country_code":"CN","type":"education","lineage":["https://openalex.org/I80143920"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yunsheng Yuan","raw_affiliation_strings":["School of Computer Science and Technology, Shandong University,Qingdao,China,266237"],"affiliations":[{"raw_affiliation_string":"School of Computer Science and Technology, Shandong University,Qingdao,China,266237","institution_ids":["https://openalex.org/I80143920"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101863852","display_name":"Chenglei Yang","orcid":"https://orcid.org/0000-0002-9353-8218"},"institutions":[{"id":"https://openalex.org/I154099455","display_name":"Shandong University","ror":"https://ror.org/0207yh398","country_code":"CN","type":"education","lineage":["https://openalex.org/I154099455"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Chenglei Yang","raw_affiliation_strings":["School of Software, Shandong University,Jinan,China,250101"],"affiliations":[{"raw_affiliation_string":"School of Software, Shandong University,Jinan,China,250101","institution_ids":["https://openalex.org/I154099455"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5045982340","display_name":"Dongxiao Yu","orcid":"https://orcid.org/0000-0001-6835-5981"},"institutions":[{"id":"https://openalex.org/I80143920","display_name":"Shandong University of Science and Technology","ror":"https://ror.org/04gtjhw98","country_code":"CN","type":"education","lineage":["https://openalex.org/I80143920"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Dongxiao Yu","raw_affiliation_strings":["School of Computer Science and Technology, Shandong University,Qingdao,China,266237"],"affiliations":[{"raw_affiliation_string":"School of Computer Science and Technology, Shandong University,Qingdao,China,266237","institution_ids":["https://openalex.org/I80143920"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":7,"corresponding_author_ids":["https://openalex.org/A5100384767"],"corresponding_institution_ids":["https://openalex.org/I80143920"],"apc_list":null,"apc_paid":null,"fwci":1.1991,"has_fulltext":true,"cited_by_count":7,"citation_normalized_percentile":{"value":0.8383157,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":96,"max":98},"biblio":{"volume":"7","issue":"1","first_page":"87","last_page":"106"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12761","display_name":"Data Stream Mining Techniques","score":0.9977999925613403,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T12761","display_name":"Data Stream Mining Techniques","score":0.9977999925613403,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T12120","display_name":"Air Quality Monitoring and Forecasting","score":0.9416000247001648,"subfield":{"id":"https://openalex.org/subfields/2305","display_name":"Environmental Engineering"},"field":{"id":"https://openalex.org/fields/23","display_name":"Environmental Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T11667","display_name":"Advanced Chemical Sensor Technologies","score":0.9065999984741211,"subfield":{"id":"https://openalex.org/subfields/2204","display_name":"Biomedical Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.8224140405654907},{"id":"https://openalex.org/keywords/forgetting","display_name":"Forgetting","score":0.8040293455123901},{"id":"https://openalex.org/keywords/multi-task-learning","display_name":"Multi-task learning","score":0.676827073097229},{"id":"https://openalex.org/keywords/task","display_name":"Task (project management)","score":0.6244161128997803},{"id":"https://openalex.org/keywords/regularization","display_name":"Regularization (linguistics)","score":0.5966227054595947},{"id":"https://openalex.org/keywords/data-stream-mining","display_name":"Data stream mining","score":0.5855268239974976},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.5658186674118042},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5565763115882874},{"id":"https://openalex.org/keywords/data-stream","display_name":"Data stream","score":0.49860715866088867},{"id":"https://openalex.org/keywords/concept-drift","display_name":"Concept drift","score":0.4949769377708435},{"id":"https://openalex.org/keywords/perspective","display_name":"Perspective (graphical)","score":0.44183623790740967}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8224140405654907},{"id":"https://openalex.org/C7149132","wikidata":"https://www.wikidata.org/wiki/Q1377840","display_name":"Forgetting","level":2,"score":0.8040293455123901},{"id":"https://openalex.org/C28006648","wikidata":"https://www.wikidata.org/wiki/Q6934509","display_name":"Multi-task learning","level":3,"score":0.676827073097229},{"id":"https://openalex.org/C2780451532","wikidata":"https://www.wikidata.org/wiki/Q759676","display_name":"Task (project management)","level":2,"score":0.6244161128997803},{"id":"https://openalex.org/C2776135515","wikidata":"https://www.wikidata.org/wiki/Q17143721","display_name":"Regularization (linguistics)","level":2,"score":0.5966227054595947},{"id":"https://openalex.org/C89198739","wikidata":"https://www.wikidata.org/wiki/Q3079880","display_name":"Data stream mining","level":2,"score":0.5855268239974976},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.5658186674118042},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5565763115882874},{"id":"https://openalex.org/C2778484313","wikidata":"https://www.wikidata.org/wiki/Q1172540","display_name":"Data stream","level":2,"score":0.49860715866088867},{"id":"https://openalex.org/C60777511","wikidata":"https://www.wikidata.org/wiki/Q3045002","display_name":"Concept drift","level":3,"score":0.4949769377708435},{"id":"https://openalex.org/C12713177","wikidata":"https://www.wikidata.org/wiki/Q1900281","display_name":"Perspective (graphical)","level":2,"score":0.44183623790740967},{"id":"https://openalex.org/C76155785","wikidata":"https://www.wikidata.org/wiki/Q418","display_name":"Telecommunications","level":1,"score":0.0},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0},{"id":"https://openalex.org/C187736073","wikidata":"https://www.wikidata.org/wiki/Q2920921","display_name":"Management","level":1,"score":0.0},{"id":"https://openalex.org/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","level":0,"score":0.0},{"id":"https://openalex.org/C41895202","wikidata":"https://www.wikidata.org/wiki/Q8162","display_name":"Linguistics","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.26599/bdma.2023.9020006","is_oa":true,"landing_page_url":"https://doi.org/10.26599/bdma.2023.9020006","pdf_url":"https://ieeexplore.ieee.org/ielx7/8254253/10372994/10373002.pdf","source":{"id":"https://openalex.org/S4210209060","display_name":"Big Data Mining and Analytics","issn_l":"2096-0654","issn":["2096-0654"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310311901","host_organization_name":"Tsinghua University Press","host_organization_lineage":["https://openalex.org/P4310311901"],"host_organization_lineage_names":["Tsinghua University Press"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Big Data Mining and Analytics","raw_type":"journal-article"},{"id":"pmh:oai:doaj.org/article:5d5c3b20a35f4a30bed8ebb0e25d998c","is_oa":true,"landing_page_url":"https://doaj.org/article/5d5c3b20a35f4a30bed8ebb0e25d998c","pdf_url":null,"source":{"id":"https://openalex.org/S112646816","display_name":"SHILAP Revista de lepidopterolog\u00eda","issn_l":"0300-5267","issn":["0300-5267","2340-4078"],"is_oa":true,"is_in_doaj":true,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Big Data Mining and Analytics, Vol 7, Iss 1, Pp 87-106 (2024)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.26599/bdma.2023.9020006","is_oa":true,"landing_page_url":"https://doi.org/10.26599/bdma.2023.9020006","pdf_url":"https://ieeexplore.ieee.org/ielx7/8254253/10372994/10373002.pdf","source":{"id":"https://openalex.org/S4210209060","display_name":"Big Data Mining and Analytics","issn_l":"2096-0654","issn":["2096-0654"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310311901","host_organization_name":"Tsinghua University Press","host_organization_lineage":["https://openalex.org/P4310311901"],"host_organization_lineage_names":["Tsinghua University Press"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Big Data Mining and Analytics","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G3057205905","display_name":null,"funder_award_id":"62202273","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G3232035197","display_name":null,"funder_award_id":"12204","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G353060703","display_name":null,"funder_award_id":"ZR2021QF044","funder_id":"https://openalex.org/F4320324174","funder_display_name":"Natural Science Foundation of Shandong Province"},{"id":"https://openalex.org/G4304119183","display_name":null,"funder_award_id":"62122042","funder_id":"https://openalex.org/F4320333688","funder_display_name":"National Outstanding Youth Science Fund Project of National Natural Science Foundation of China"},{"id":"https://openalex.org/G7733801012","display_name":null,"funder_award_id":"2022YFF0712100","funder_id":"https://openalex.org/F4320335777","funder_display_name":"National Key Research and Development Program of China"},{"id":"https://openalex.org/G8414446491","display_name":null,"funder_award_id":"212204","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G8672301212","display_name":null,"funder_award_id":"62072279","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G8910302215","display_name":null,"funder_award_id":"62122042","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"}],"funders":[{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"},{"id":"https://openalex.org/F4320324174","display_name":"Natural Science Foundation of Shandong Province","ror":null},{"id":"https://openalex.org/F4320333688","display_name":"National Outstanding Youth Science Fund Project of National Natural Science Foundation of China","ror":null},{"id":"https://openalex.org/F4320335777","display_name":"National Key Research and Development Program of China","ror":null},{"id":"https://openalex.org/F4320335787","display_name":"Fundamental Research Funds for the Central Universities","ror":null}],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4390204917.pdf","grobid_xml":"https://content.openalex.org/works/W4390204917.grobid-xml"},"referenced_works_count":64,"referenced_works":["https://openalex.org/W2466795","https://openalex.org/W1497960466","https://openalex.org/W1536675765","https://openalex.org/W1996340400","https://openalex.org/W2036963181","https://openalex.org/W2048679005","https://openalex.org/W2054659037","https://openalex.org/W2065180801","https://openalex.org/W2068714596","https://openalex.org/W2072942628","https://openalex.org/W2088220893","https://openalex.org/W2099419573","https://openalex.org/W2108502868","https://openalex.org/W2130903752","https://openalex.org/W2142674578","https://openalex.org/W2143386621","https://openalex.org/W2143419558","https://openalex.org/W2150884987","https://openalex.org/W2165644552","https://openalex.org/W2262806837","https://openalex.org/W2340025709","https://openalex.org/W2473930607","https://openalex.org/W2534244347","https://openalex.org/W2551647111","https://openalex.org/W2553915786","https://openalex.org/W2560647685","https://openalex.org/W2583200575","https://openalex.org/W2624871570","https://openalex.org/W2752197020","https://openalex.org/W2786446225","https://openalex.org/W2809290718","https://openalex.org/W2883297597","https://openalex.org/W2886960696","https://openalex.org/W2892141954","https://openalex.org/W2901287800","https://openalex.org/W2906841683","https://openalex.org/W2910892140","https://openalex.org/W2949071326","https://openalex.org/W2963677766","https://openalex.org/W2963714593","https://openalex.org/W2964189064","https://openalex.org/W2967580918","https://openalex.org/W2971046819","https://openalex.org/W3007818867","https://openalex.org/W3090823091","https://openalex.org/W3098511564","https://openalex.org/W3101129902","https://openalex.org/W3160514115","https://openalex.org/W3184127157","https://openalex.org/W3197269428","https://openalex.org/W4205335850","https://openalex.org/W4249992252","https://openalex.org/W4327662190","https://openalex.org/W6629823275","https://openalex.org/W6676485797","https://openalex.org/W6678739253","https://openalex.org/W6679629151","https://openalex.org/W6679734692","https://openalex.org/W6682590970","https://openalex.org/W6684408796","https://openalex.org/W6686819018","https://openalex.org/W6739365718","https://openalex.org/W6756599904","https://openalex.org/W6795301482"],"related_works":["https://openalex.org/W4307392573","https://openalex.org/W2802243998","https://openalex.org/W2736127210","https://openalex.org/W2329342202","https://openalex.org/W2574092225","https://openalex.org/W4200217704","https://openalex.org/W2161835057","https://openalex.org/W1521014365","https://openalex.org/W2740428142","https://openalex.org/W2187127952"],"abstract_inverted_index":{"With":[0],"the":[1,18,86,90,97,119,135,143],"enhancement":[2],"of":[3,20,92,108,121],"data":[4,9,22,77,107],"collection":[5],"capabilities,":[6],"massive":[7],"streaming":[8],"have":[10],"been":[11],"accumulated":[12],"in":[13,129],"numerous":[14],"application":[15],"scenarios.":[16],"Specifically,":[17,96],"issue":[19],"classifying":[21],"streams":[23],"based":[24,141],"on":[25,142,145],"mobile":[26],"sensors":[27],"can":[28],"be":[29],"formalized":[30],"as":[31],"a":[32,38],"multi-task":[33,71,93,122],"multi-view":[34,72,94,123],"learning":[35,53,74,124],"problem":[36],"with":[37,44,149],"specific":[39],"task":[40],"comprising":[41],"multiple":[42,49],"views":[43],"shared":[45,62],"features":[46],"collected":[47],"from":[48,118],"sensors.":[50],"Existing":[51],"incremental":[52,73,130],"methods":[54,140],"are":[55],"often":[56],"single-task":[57],"single-view,":[58],"which":[59],"cannot":[60],"learn":[61],"representations":[63],"between":[64],"relevant":[65],"tasks":[66],"and":[67],"views.":[68,110],"An":[69],"adaptive":[70,115],"framework":[75,137],"for":[76],"stream":[78],"classification":[79],"called":[80],"MTMVIS":[81,113],"is":[82,100],"proposed":[83,136],"to":[84,103,125],"address":[85],"above":[87],"challenges,":[88],"utilizing":[89],"idea":[91],"learning.":[95,131],"attention":[98],"mechanism":[99],"first":[101],"used":[102],"align":[104],"different":[105,109,147],"sensor":[106],"In":[111],"addition,":[112],"uses":[114],"Fisher":[116],"regularization":[117],"perspective":[120],"overcome":[126],"catastrophic":[127],"forgetting":[128],"Results":[132],"reveal":[133],"that":[134],"outperforms":[138],"state-of-the-art":[139],"experiments":[144],"two":[146],"datasets":[148],"other":[150],"baselines.":[151]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":3},{"year":2024,"cited_by_count":3}],"updated_date":"2026-04-21T08:09:41.155169","created_date":"2025-10-10T00:00:00"}
