{"id":"https://openalex.org/W4223480828","doi":"https://doi.org/10.1111/coin.12520","title":"A survey of active and passive concept drift handling methods","display_name":"A survey of active and passive concept drift handling methods","publication_year":2022,"publication_date":"2022-04-10","ids":{"openalex":"https://openalex.org/W4223480828","doi":"https://doi.org/10.1111/coin.12520"},"language":"en","primary_location":{"id":"doi:10.1111/coin.12520","is_oa":false,"landing_page_url":"https://doi.org/10.1111/coin.12520","pdf_url":null,"source":{"id":"https://openalex.org/S56561474","display_name":"Computational Intelligence","issn_l":"0824-7935","issn":["0824-7935","1467-8640"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320595","host_organization_name":"Wiley","host_organization_lineage":["https://openalex.org/P4310320595"],"host_organization_lineage_names":["Wiley"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Computational Intelligence","raw_type":"journal-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":false,"oa_status":"closed","oa_url":null,"any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5087942198","display_name":"Meng Han","orcid":"https://orcid.org/0000-0002-1333-1090"},"institutions":[{"id":"https://openalex.org/I3019309368","display_name":"North Minzu University","ror":"https://ror.org/05xjevr11","country_code":"CN","type":"education","lineage":["https://openalex.org/I3019309368"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Meng Han","raw_affiliation_strings":["School of Computer Science and Engineering North Minzu University  Yinchuan China","School of Computer Science and Engineering North Minzu University Yinchuan China"],"affiliations":[{"raw_affiliation_string":"School of Computer Science and Engineering North Minzu University  Yinchuan China","institution_ids":["https://openalex.org/I3019309368"]},{"raw_affiliation_string":"School of Computer Science and Engineering North Minzu University Yinchuan China","institution_ids":["https://openalex.org/I3019309368"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100434672","display_name":"Zhiqiang Chen","orcid":"https://orcid.org/0000-0003-0242-6577"},"institutions":[{"id":"https://openalex.org/I3019309368","display_name":"North Minzu University","ror":"https://ror.org/05xjevr11","country_code":"CN","type":"education","lineage":["https://openalex.org/I3019309368"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zhiqiang Chen","raw_affiliation_strings":["School of Computer Science and Engineering North Minzu University  Yinchuan China","School of Computer Science and Engineering North Minzu University Yinchuan China"],"affiliations":[{"raw_affiliation_string":"School of Computer Science and Engineering North Minzu University  Yinchuan China","institution_ids":["https://openalex.org/I3019309368"]},{"raw_affiliation_string":"School of Computer Science and Engineering North Minzu University Yinchuan China","institution_ids":["https://openalex.org/I3019309368"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5007730770","display_name":"Muhang Li","orcid":"https://orcid.org/0000-0001-7302-372X"},"institutions":[{"id":"https://openalex.org/I3019309368","display_name":"North Minzu University","ror":"https://ror.org/05xjevr11","country_code":"CN","type":"education","lineage":["https://openalex.org/I3019309368"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Muhang Li","raw_affiliation_strings":["School of Computer Science and Engineering North Minzu University  Yinchuan China","School of Computer Science and Engineering North Minzu University Yinchuan China"],"affiliations":[{"raw_affiliation_string":"School of Computer Science and Engineering North Minzu University  Yinchuan China","institution_ids":["https://openalex.org/I3019309368"]},{"raw_affiliation_string":"School of Computer Science and Engineering North Minzu University Yinchuan China","institution_ids":["https://openalex.org/I3019309368"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5005552412","display_name":"Hongxin Wu","orcid":"https://orcid.org/0000-0002-2838-825X"},"institutions":[{"id":"https://openalex.org/I3019309368","display_name":"North Minzu University","ror":"https://ror.org/05xjevr11","country_code":"CN","type":"education","lineage":["https://openalex.org/I3019309368"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Hongxin Wu","raw_affiliation_strings":["School of Computer Science and Engineering North Minzu University  Yinchuan China","School of Computer Science and Engineering North Minzu University Yinchuan China"],"affiliations":[{"raw_affiliation_string":"School of Computer Science and Engineering North Minzu University  Yinchuan China","institution_ids":["https://openalex.org/I3019309368"]},{"raw_affiliation_string":"School of Computer Science and Engineering North Minzu University Yinchuan China","institution_ids":["https://openalex.org/I3019309368"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5101958691","display_name":"Xilong Zhang","orcid":"https://orcid.org/0000-0002-8881-6404"},"institutions":[{"id":"https://openalex.org/I3019309368","display_name":"North Minzu University","ror":"https://ror.org/05xjevr11","country_code":"CN","type":"education","lineage":["https://openalex.org/I3019309368"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xilong Zhang","raw_affiliation_strings":["School of Computer Science and Engineering North Minzu University  Yinchuan China","School of Computer Science and Engineering North Minzu University Yinchuan China"],"affiliations":[{"raw_affiliation_string":"School of Computer Science and Engineering North Minzu University  Yinchuan China","institution_ids":["https://openalex.org/I3019309368"]},{"raw_affiliation_string":"School of Computer Science and Engineering North Minzu University Yinchuan China","institution_ids":["https://openalex.org/I3019309368"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5087942198"],"corresponding_institution_ids":["https://openalex.org/I3019309368"],"apc_list":{"value":3450,"currency":"USD","value_usd":3450},"apc_paid":null,"fwci":5.0413,"has_fulltext":false,"cited_by_count":40,"citation_normalized_percentile":{"value":0.95856188,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":94,"max":100},"biblio":{"volume":"38","issue":"4","first_page":"1492","last_page":"1535"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12761","display_name":"Data Stream Mining Techniques","score":1.0,"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":1.0,"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/T12535","display_name":"Machine Learning and Data Classification","score":0.9574000239372253,"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/T11407","display_name":"Innovative Microfluidic and Catalytic Techniques Innovation","score":0.9488999843597412,"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/concept-drift","display_name":"Concept drift","score":0.9435058236122131},{"id":"https://openalex.org/keywords/perspective","display_name":"Perspective (graphical)","score":0.7407478094100952},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6998705863952637},{"id":"https://openalex.org/keywords/data-stream","display_name":"Data stream","score":0.6710000038146973},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.46726861596107483},{"id":"https://openalex.org/keywords/class","display_name":"Class (philosophy)","score":0.45258626341819763},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.43129223585128784},{"id":"https://openalex.org/keywords/data-stream-mining","display_name":"Data stream mining","score":0.42894598841667175},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.4124259352684021}],"concepts":[{"id":"https://openalex.org/C60777511","wikidata":"https://www.wikidata.org/wiki/Q3045002","display_name":"Concept drift","level":3,"score":0.9435058236122131},{"id":"https://openalex.org/C12713177","wikidata":"https://www.wikidata.org/wiki/Q1900281","display_name":"Perspective (graphical)","level":2,"score":0.7407478094100952},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6998705863952637},{"id":"https://openalex.org/C2778484313","wikidata":"https://www.wikidata.org/wiki/Q1172540","display_name":"Data stream","level":2,"score":0.6710000038146973},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.46726861596107483},{"id":"https://openalex.org/C2777212361","wikidata":"https://www.wikidata.org/wiki/Q5127848","display_name":"Class (philosophy)","level":2,"score":0.45258626341819763},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.43129223585128784},{"id":"https://openalex.org/C89198739","wikidata":"https://www.wikidata.org/wiki/Q3079880","display_name":"Data stream mining","level":2,"score":0.42894598841667175},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.4124259352684021},{"id":"https://openalex.org/C76155785","wikidata":"https://www.wikidata.org/wiki/Q418","display_name":"Telecommunications","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1111/coin.12520","is_oa":false,"landing_page_url":"https://doi.org/10.1111/coin.12520","pdf_url":null,"source":{"id":"https://openalex.org/S56561474","display_name":"Computational Intelligence","issn_l":"0824-7935","issn":["0824-7935","1467-8640"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320595","host_organization_name":"Wiley","host_organization_lineage":["https://openalex.org/P4310320595"],"host_organization_lineage_names":["Wiley"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Computational Intelligence","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":141,"referenced_works":["https://openalex.org/W38774257","https://openalex.org/W139044672","https://openalex.org/W163595754","https://openalex.org/W614737293","https://openalex.org/W813750835","https://openalex.org/W1487223642","https://openalex.org/W1506455642","https://openalex.org/W1529840045","https://openalex.org/W1560789270","https://openalex.org/W1585854823","https://openalex.org/W1709570287","https://openalex.org/W1830453967","https://openalex.org/W1962414156","https://openalex.org/W1967531053","https://openalex.org/W1990079212","https://openalex.org/W1991076541","https://openalex.org/W1997422292","https://openalex.org/W2000454347","https://openalex.org/W2010657328","https://openalex.org/W2015902695","https://openalex.org/W2026324356","https://openalex.org/W2033540740","https://openalex.org/W2044264678","https://openalex.org/W2058090194","https://openalex.org/W2063555913","https://openalex.org/W2068714596","https://openalex.org/W2069315453","https://openalex.org/W2074988520","https://openalex.org/W2078382802","https://openalex.org/W2093323445","https://openalex.org/W2097178527","https://openalex.org/W2099419573","https://openalex.org/W2108059592","https://openalex.org/W2109084784","https://openalex.org/W2110222014","https://openalex.org/W2113242816","https://openalex.org/W2115677675","https://openalex.org/W2115955538","https://openalex.org/W2116881978","https://openalex.org/W2119031213","https://openalex.org/W2123003172","https://openalex.org/W2129092346","https://openalex.org/W2132641846","https://openalex.org/W2134125037","https://openalex.org/W2134603844","https://openalex.org/W2139825270","https://openalex.org/W2140164381","https://openalex.org/W2143991132","https://openalex.org/W2148798622","https://openalex.org/W2151225423","https://openalex.org/W2157664934","https://openalex.org/W2158054309","https://openalex.org/W2160512933","https://openalex.org/W2166781513","https://openalex.org/W2189225082","https://openalex.org/W2191459971","https://openalex.org/W2245547611","https://openalex.org/W2294595002","https://openalex.org/W2296276442","https://openalex.org/W2397052757","https://openalex.org/W2402554508","https://openalex.org/W2485094760","https://openalex.org/W2491587584","https://openalex.org/W2493462236","https://openalex.org/W2504484664","https://openalex.org/W2509304078","https://openalex.org/W2511274580","https://openalex.org/W2513367535","https://openalex.org/W2517990807","https://openalex.org/W2522231769","https://openalex.org/W2525764590","https://openalex.org/W2528421823","https://openalex.org/W2556012038","https://openalex.org/W2558236874","https://openalex.org/W2585528949","https://openalex.org/W2587703207","https://openalex.org/W2592340788","https://openalex.org/W2604457090","https://openalex.org/W2606013202","https://openalex.org/W2626498001","https://openalex.org/W2739567232","https://openalex.org/W2742642850","https://openalex.org/W2747716660","https://openalex.org/W2765963615","https://openalex.org/W2766758876","https://openalex.org/W2767528836","https://openalex.org/W2767926059","https://openalex.org/W2770723401","https://openalex.org/W2773675312","https://openalex.org/W2783515059","https://openalex.org/W2784136204","https://openalex.org/W2789731619","https://openalex.org/W2793511696","https://openalex.org/W2797542802","https://openalex.org/W2802728210","https://openalex.org/W2805335092","https://openalex.org/W2810128799","https://openalex.org/W2810921114","https://openalex.org/W2885060605","https://openalex.org/W2896160732","https://openalex.org/W2901675550","https://openalex.org/W2905012420","https://openalex.org/W2910400963","https://openalex.org/W2913287340","https://openalex.org/W2936655905","https://openalex.org/W2947225536","https://openalex.org/W2955096669","https://openalex.org/W2962823293","https://openalex.org/W2963375472","https://openalex.org/W2963991843","https://openalex.org/W2965454825","https://openalex.org/W2977431930","https://openalex.org/W2977825167","https://openalex.org/W2978594412","https://openalex.org/W2980415170","https://openalex.org/W2989995613","https://openalex.org/W2990081132","https://openalex.org/W2992362249","https://openalex.org/W3000687564","https://openalex.org/W3000948009","https://openalex.org/W3004687801","https://openalex.org/W3008292207","https://openalex.org/W3013949960","https://openalex.org/W3015791395","https://openalex.org/W3033659610","https://openalex.org/W3089725231","https://openalex.org/W3091433184","https://openalex.org/W3092560248","https://openalex.org/W3102015031","https://openalex.org/W3108206468","https://openalex.org/W3117784210","https://openalex.org/W3127121676","https://openalex.org/W3128972880","https://openalex.org/W3139625059","https://openalex.org/W3166207064","https://openalex.org/W3167537398","https://openalex.org/W3171266674","https://openalex.org/W4302088463","https://openalex.org/W6635179022","https://openalex.org/W6679969927","https://openalex.org/W6785333560"],"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/W2060628068"],"abstract_inverted_index":{"Abstract":[0],"At":[1],"present,":[2],"concept":[3,47,68,101,108,126],"drift":[4,48,69,102,127,146],"in":[5,49,130,137,174,181],"the":[6,36,50,66,76,81,93,117,140,152,161,169,175,179,182],"nonstationary":[7,51],"data":[8,30,52,176,183],"stream":[9,53],"is":[10,59],"showing":[11],"trends":[12],"with":[13],"different":[14,17],"speeds":[15],"and":[16,32,65,80,103,110,122,135,149,163,178],"degrees":[18],"of":[19,42,95,100,107,119,139,151,171],"severity,":[20],"which":[21],"has":[22],"brought":[23],"great":[24],"challenges":[25],"to":[26,45,61],"many":[27],"fields":[28],"like":[29],"mining":[31],"machine":[33],"learning.":[34,124],"In":[35,85],"past":[37],"two":[38],"decades,":[39],"a":[40],"lot":[41],"methods":[43,71,79,89,113,129],"dedicated":[44],"handling":[46,70,78,83,88,96,104,112,128],"have":[54],"emerged.":[55],"A":[56],"novel":[57,172],"perspective":[58,94,118],"proposed":[60],"classify":[62],"these":[63],"methods,":[64,166],"current":[67],"are":[72,90,114,133,158],"comprehensively":[73],"explained":[74],"from":[75,92,116],"active":[77,87,162],"passive":[82,111,164],"methods.":[84],"particular,":[86],"analyzed":[91,115,134],"one":[97],"specific":[98],"type":[99],"multiple":[105],"types":[106],"drift,":[109],"single":[120],"learner":[121],"ensemble":[123],"Many":[125],"this":[131],"survey":[132],"summarized":[136],"terms":[138],"comparing":[141],"algorithms,":[142],"learning":[143],"model,":[144],"applicable":[145],"type,":[147],"advantages,":[148],"disadvantages":[150],"algorithms.":[153],"Finally,":[154],"further":[155],"research":[156],"directions":[157],"given,":[159],"including":[160],"mixing":[165],"class":[167,173],"imbalance,":[168],"existence":[170],"stream,":[177],"noise":[180],"stream.":[184]},"counts_by_year":[{"year":2026,"cited_by_count":2},{"year":2025,"cited_by_count":12},{"year":2024,"cited_by_count":15},{"year":2023,"cited_by_count":9},{"year":2022,"cited_by_count":2}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
