{"id":"https://openalex.org/W4406796190","doi":"https://doi.org/10.3390/sym17020182","title":"Multi-Label Learning with Distribution Matching Ensemble: An Adaptive and Just-In-Time Weighted Ensemble Learning Algorithm for Classifying a Nonstationary Online Multi-Label Data Stream","display_name":"Multi-Label Learning with Distribution Matching Ensemble: An Adaptive and Just-In-Time Weighted Ensemble Learning Algorithm for Classifying a Nonstationary Online Multi-Label Data Stream","publication_year":2025,"publication_date":"2025-01-24","ids":{"openalex":"https://openalex.org/W4406796190","doi":"https://doi.org/10.3390/sym17020182"},"language":"en","primary_location":{"id":"doi:10.3390/sym17020182","is_oa":true,"landing_page_url":"https://doi.org/10.3390/sym17020182","pdf_url":"https://www.mdpi.com/2073-8994/17/2/182/pdf?version=1737736935","source":{"id":"https://openalex.org/S190787756","display_name":"Symmetry","issn_l":"2073-8994","issn":["2073-8994"],"is_oa":true,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Symmetry","raw_type":"journal-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://www.mdpi.com/2073-8994/17/2/182/pdf?version=1737736935","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5066323913","display_name":"Chao Shen","orcid":"https://orcid.org/0000-0003-2783-5529"},"institutions":[{"id":"https://openalex.org/I4210096899","display_name":"Jiangsu University of Science and Technology","ror":"https://ror.org/00tyjp878","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210096899"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Chao Shen","raw_affiliation_strings":["School of Computer, Jiangsu University of Science and Technology, Zhenjiang 212100, China"],"affiliations":[{"raw_affiliation_string":"School of Computer, Jiangsu University of Science and Technology, Zhenjiang 212100, China","institution_ids":["https://openalex.org/I4210096899"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5003361177","display_name":"Bingyu Liu","orcid":"https://orcid.org/0009-0005-2312-6196"},"institutions":[{"id":"https://openalex.org/I4210096899","display_name":"Jiangsu University of Science and Technology","ror":"https://ror.org/00tyjp878","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210096899"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Bingyu Liu","raw_affiliation_strings":["School of Computer, Jiangsu University of Science and Technology, Zhenjiang 212100, China"],"affiliations":[{"raw_affiliation_string":"School of Computer, Jiangsu University of Science and Technology, Zhenjiang 212100, China","institution_ids":["https://openalex.org/I4210096899"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5016886823","display_name":"Changbin Shao","orcid":"https://orcid.org/0000-0003-3417-2727"},"institutions":[{"id":"https://openalex.org/I4210096899","display_name":"Jiangsu University of Science and Technology","ror":"https://ror.org/00tyjp878","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210096899"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Changbin Shao","raw_affiliation_strings":["School of Computer, Jiangsu University of Science and Technology, Zhenjiang 212100, China"],"affiliations":[{"raw_affiliation_string":"School of Computer, Jiangsu University of Science and Technology, Zhenjiang 212100, China","institution_ids":["https://openalex.org/I4210096899"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5030350248","display_name":"Xibei Yang","orcid":"https://orcid.org/0000-0001-9708-1027"},"institutions":[{"id":"https://openalex.org/I4210096899","display_name":"Jiangsu University of Science and Technology","ror":"https://ror.org/00tyjp878","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210096899"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xibei Yang","raw_affiliation_strings":["School of Computer, Jiangsu University of Science and Technology, Zhenjiang 212100, China"],"affiliations":[{"raw_affiliation_string":"School of Computer, Jiangsu University of Science and Technology, Zhenjiang 212100, China","institution_ids":["https://openalex.org/I4210096899"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5089971531","display_name":"Sen Xu","orcid":"https://orcid.org/0000-0002-5990-224X"},"institutions":[{"id":"https://openalex.org/I4210157719","display_name":"Yancheng Institute of Technology","ror":"https://ror.org/04y8njc86","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210157719"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Sen Xu","raw_affiliation_strings":["School of Information Technology, Yancheng Institute of Technology, Yancheng 224051, China"],"affiliations":[{"raw_affiliation_string":"School of Information Technology, Yancheng Institute of Technology, Yancheng 224051, China","institution_ids":["https://openalex.org/I4210157719"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5063822951","display_name":"Changming Zhu","orcid":"https://orcid.org/0000-0003-4795-9975"},"institutions":[{"id":"https://openalex.org/I145897649","display_name":"Minzu University of China","ror":"https://ror.org/0044e2g62","country_code":"CN","type":"education","lineage":["https://openalex.org/I145897649"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Changming Zhu","raw_affiliation_strings":["Key Laboratory of Ethnic language Intelligent Analysis and Security Governance of MOE, Minzu University of China, Beijing 100081, China","Key Laboratory of Ethnic Language Intelligent Analysis and Security Governance of MOE, Minzu University of China, Beijing 100081, China"],"affiliations":[{"raw_affiliation_string":"Key Laboratory of Ethnic language Intelligent Analysis and Security Governance of MOE, Minzu University of China, Beijing 100081, China","institution_ids":["https://openalex.org/I145897649"]},{"raw_affiliation_string":"Key Laboratory of Ethnic Language Intelligent Analysis and Security Governance of MOE, Minzu University of China, Beijing 100081, China","institution_ids":["https://openalex.org/I145897649"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5108049579","display_name":"Hualong Yu","orcid":"https://orcid.org/0000-0001-9621-4158"},"institutions":[{"id":"https://openalex.org/I4210096899","display_name":"Jiangsu University of Science and Technology","ror":"https://ror.org/00tyjp878","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210096899"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Hualong Yu","raw_affiliation_strings":["School of Computer, Jiangsu University of Science and Technology, Zhenjiang 212100, China"],"affiliations":[{"raw_affiliation_string":"School of Computer, Jiangsu University of Science and Technology, Zhenjiang 212100, China","institution_ids":["https://openalex.org/I4210096899"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":7,"corresponding_author_ids":["https://openalex.org/A5066323913"],"corresponding_institution_ids":["https://openalex.org/I4210096899"],"apc_list":{"value":2000,"currency":"CHF","value_usd":2165},"apc_paid":{"value":2000,"currency":"CHF","value_usd":2165},"fwci":2.2456,"has_fulltext":true,"cited_by_count":1,"citation_normalized_percentile":{"value":0.87270749,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":91,"max":95},"biblio":{"volume":"17","issue":"2","first_page":"182","last_page":"182"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11550","display_name":"Text and Document Classification Technologies","score":0.9879999756813049,"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/T11550","display_name":"Text and Document Classification Technologies","score":0.9879999756813049,"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/T12761","display_name":"Data Stream Mining Techniques","score":0.9718000292778015,"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/T11309","display_name":"Music and Audio Processing","score":0.9258999824523926,"subfield":{"id":"https://openalex.org/subfields/1711","display_name":"Signal Processing"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/ensemble-learning","display_name":"Ensemble learning","score":0.7872306108474731},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6670411229133606},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5470560193061829},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.4954270124435425},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.47003525495529175},{"id":"https://openalex.org/keywords/online-learning","display_name":"Online learning","score":0.4467308819293976},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.4308462142944336},{"id":"https://openalex.org/keywords/distribution","display_name":"Distribution (mathematics)","score":0.41581153869628906},{"id":"https://openalex.org/keywords/matching","display_name":"Matching (statistics)","score":0.41208094358444214},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.21941345930099487},{"id":"https://openalex.org/keywords/statistics","display_name":"Statistics","score":0.09433206915855408}],"concepts":[{"id":"https://openalex.org/C45942800","wikidata":"https://www.wikidata.org/wiki/Q245652","display_name":"Ensemble learning","level":2,"score":0.7872306108474731},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6670411229133606},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5470560193061829},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.4954270124435425},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.47003525495529175},{"id":"https://openalex.org/C2986087404","wikidata":"https://www.wikidata.org/wiki/Q15946010","display_name":"Online learning","level":2,"score":0.4467308819293976},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.4308462142944336},{"id":"https://openalex.org/C110121322","wikidata":"https://www.wikidata.org/wiki/Q865811","display_name":"Distribution (mathematics)","level":2,"score":0.41581153869628906},{"id":"https://openalex.org/C165064840","wikidata":"https://www.wikidata.org/wiki/Q1321061","display_name":"Matching (statistics)","level":2,"score":0.41208094358444214},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.21941345930099487},{"id":"https://openalex.org/C105795698","wikidata":"https://www.wikidata.org/wiki/Q12483","display_name":"Statistics","level":1,"score":0.09433206915855408},{"id":"https://openalex.org/C136764020","wikidata":"https://www.wikidata.org/wiki/Q466","display_name":"World Wide Web","level":1,"score":0.0},{"id":"https://openalex.org/C134306372","wikidata":"https://www.wikidata.org/wiki/Q7754","display_name":"Mathematical analysis","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.3390/sym17020182","is_oa":true,"landing_page_url":"https://doi.org/10.3390/sym17020182","pdf_url":"https://www.mdpi.com/2073-8994/17/2/182/pdf?version=1737736935","source":{"id":"https://openalex.org/S190787756","display_name":"Symmetry","issn_l":"2073-8994","issn":["2073-8994"],"is_oa":true,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Symmetry","raw_type":"journal-article"}],"best_oa_location":{"id":"doi:10.3390/sym17020182","is_oa":true,"landing_page_url":"https://doi.org/10.3390/sym17020182","pdf_url":"https://www.mdpi.com/2073-8994/17/2/182/pdf?version=1737736935","source":{"id":"https://openalex.org/S190787756","display_name":"Symmetry","issn_l":"2073-8994","issn":["2073-8994"],"is_oa":true,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Symmetry","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G1231421488","display_name":null,"funder_award_id":"under","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G2087396116","display_name":null,"funder_award_id":"China","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G3317480652","display_name":null,"funder_award_id":"Science","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G391238517","display_name":null,"funder_award_id":", and","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G444022339","display_name":null,"funder_award_id":"62176107","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G5994120800","display_name":null,"funder_award_id":"Natural","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G6058138561","display_name":null,"funder_award_id":", No.","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G640233089","display_name":null,"funder_award_id":"62076111","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G7800655536","display_name":null,"funder_award_id":"62076215","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G8863666567","display_name":null,"funder_award_id":"and No.","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"}],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4406796190.pdf","grobid_xml":"https://content.openalex.org/works/W4406796190.grobid-xml"},"referenced_works_count":40,"referenced_works":["https://openalex.org/W1565746575","https://openalex.org/W1965555277","https://openalex.org/W2000454347","https://openalex.org/W2026131661","https://openalex.org/W2033178790","https://openalex.org/W2068714596","https://openalex.org/W2103234848","https://openalex.org/W2107335457","https://openalex.org/W2165466912","https://openalex.org/W2244109919","https://openalex.org/W2346780474","https://openalex.org/W2602516395","https://openalex.org/W2605997098","https://openalex.org/W2747966161","https://openalex.org/W2791425844","https://openalex.org/W2803781749","https://openalex.org/W2868310449","https://openalex.org/W2907669945","https://openalex.org/W2911836843","https://openalex.org/W2947225536","https://openalex.org/W2969613015","https://openalex.org/W2987491803","https://openalex.org/W3111153007","https://openalex.org/W3135732118","https://openalex.org/W3154594794","https://openalex.org/W3158109590","https://openalex.org/W3164442860","https://openalex.org/W3187645546","https://openalex.org/W3198737060","https://openalex.org/W4283316938","https://openalex.org/W4285676605","https://openalex.org/W4313158095","https://openalex.org/W4386303645","https://openalex.org/W4388816702","https://openalex.org/W4392883826","https://openalex.org/W6632813477","https://openalex.org/W6685747873","https://openalex.org/W6752866118","https://openalex.org/W6772702517","https://openalex.org/W6785333560"],"related_works":["https://openalex.org/W1972035260","https://openalex.org/W4376643315","https://openalex.org/W4324137541","https://openalex.org/W2900445707","https://openalex.org/W4285741730","https://openalex.org/W1191482210","https://openalex.org/W4285046548","https://openalex.org/W4210302090","https://openalex.org/W3092276832","https://openalex.org/W4375951447"],"abstract_inverted_index":{"Learning":[0],"from":[1],"a":[2,9,120,141,162,213],"nonstationary":[3,185,214],"data":[4,10,32,82,88,121,124,148,186,216],"stream":[5,11],"is":[6,12,22,64,194],"challenging,":[7],"as":[8],"generally":[13],"considered":[14],"to":[15,24,152,165,196],"be":[16,25,42],"endless,":[17],"and":[18,74,84,168,181,199,204],"the":[19,30,39,70,85,108,128,145,190],"learning":[20,54,59,202],"model":[21],"required":[23],"constantly":[26],"amended":[27],"for":[28,97,144,178,211],"adapting":[29],"shifting":[31],"distributions.":[33],"When":[34],"it":[35],"meets":[36],"multi-label":[37,52,184,215],"data,":[38],"challenge":[40],"would":[41],"further":[43,90],"intensified.":[44],"In":[45,150],"this":[46],"study,":[47],"an":[48,92,154],"adaptive":[49,93],"online":[50,201],"weighted":[51],"ensemble":[53,98,158],"algorithm":[55,193],"called":[56],"MLDME":[57,106,138,192],"(multi-label":[58],"with":[60,132],"distribution":[61,103,131],"matching":[62,72,76],"ensemble)":[63],"proposed.":[65],"It":[66],"simultaneously":[67],"calculates":[68],"both":[69],"feature":[71],"level":[73,77],"label":[75],"between":[78],"any":[79],"one":[80],"reserved":[81],"block":[83,125],"new":[86,146],"received":[87,147],"block,":[89],"providing":[91],"decision":[94,143],"weight":[95],"assignment":[96],"classifiers":[99],"based":[100],"on":[101],"their":[102],"similarities.":[104],"Specifically,":[105],"abandons":[107],"most":[109,129],"commonly":[110],"used":[111],"but":[112],"not":[113],"totally":[114],"correct":[115],"underlying":[116],"hypothesis":[117],"that":[118,133,189],"in":[119],"stream,":[122],"each":[123],"always":[126],"has":[127],"approximate":[130],"emerging":[134],"after":[135],"it;":[136],"thus,":[137],"could":[139],"provide":[140],"just-in-time":[142],"block.":[149],"addition,":[151],"avoid":[153],"infinite":[155],"extension":[156],"of":[157],"classifiers,":[159],"we":[160],"use":[161],"fixed-size":[163],"buffer":[164],"store":[166],"them":[167],"design":[169],"three":[170,182],"different":[171],"dynamic":[172],"classifier":[173],"updating":[174],"rules.":[175],"Experimental":[176],"results":[177],"nine":[179],"synthetic":[180],"real-world":[183],"streams":[187],"indicate":[188],"proposed":[191],"superior":[195],"some":[197],"popular":[198],"state-of-the-art":[200],"paradigms":[203],"algorithms,":[205],"including":[206],"two":[207],"specifically":[208],"designed":[209],"ones":[210],"classifying":[212],"stream.":[217]},"counts_by_year":[{"year":2025,"cited_by_count":1}],"updated_date":"2026-04-18T07:56:08.524223","created_date":"2025-10-10T00:00:00"}
