{"id":"https://openalex.org/W4391250690","doi":"https://doi.org/10.1109/access.2024.3358817","title":"Roadmap of Concept Drift Adaptation in Data Stream Mining, Years Later","display_name":"Roadmap of Concept Drift Adaptation in Data Stream Mining, Years Later","publication_year":2024,"publication_date":"2024-01-01","ids":{"openalex":"https://openalex.org/W4391250690","doi":"https://doi.org/10.1109/access.2024.3358817"},"language":"en","primary_location":{"id":"doi:10.1109/access.2024.3358817","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2024.3358817","pdf_url":"https://ieeexplore.ieee.org/ielx7/6287639/6514899/10414782.pdf","source":{"id":"https://openalex.org/S2485537415","display_name":"IEEE Access","issn_l":"2169-3536","issn":["2169-3536"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Access","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","datacite","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://ieeexplore.ieee.org/ielx7/6287639/6514899/10414782.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5062048295","display_name":"Osama A. Mahdi","orcid":null},"institutions":[{"id":"https://openalex.org/I2802584246","display_name":"Melbourne School of Theology","ror":"https://ror.org/05kdkdw55","country_code":"AU","type":"education","lineage":["https://openalex.org/I2802584246"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Osama A. Mahdi","raw_affiliation_strings":["School of Information Technology and Engineering, Melbourne Institute of Technology, Melbourne, VIC, Australia"],"raw_orcid":"https://orcid.org/0000-0002-7560-7398","affiliations":[{"raw_affiliation_string":"School of Information Technology and Engineering, Melbourne Institute of Technology, Melbourne, VIC, Australia","institution_ids":["https://openalex.org/I2802584246"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5063025259","display_name":"Nawfal Ali","orcid":null},"institutions":[{"id":"https://openalex.org/I56590836","display_name":"Monash University","ror":"https://ror.org/02bfwt286","country_code":"AU","type":"education","lineage":["https://openalex.org/I56590836"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Nawfal Ali","raw_affiliation_strings":["Faculty of Information Technology, Monash University, Melbourne, VIC, Australia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Faculty of Information Technology, Monash University, Melbourne, VIC, Australia","institution_ids":["https://openalex.org/I56590836"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5048148236","display_name":"Eric Pardede","orcid":"https://orcid.org/0000-0001-8218-2343"},"institutions":[{"id":"https://openalex.org/I196829312","display_name":"La Trobe University","ror":"https://ror.org/01rxfrp27","country_code":"AU","type":"education","lineage":["https://openalex.org/I196829312"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Eric Pardede","raw_affiliation_strings":["School of Computing, Engineering and Mathematical Sciences, La Trobe University, Melbourne, VIC, Australia"],"raw_orcid":"https://orcid.org/0000-0001-8218-2343","affiliations":[{"raw_affiliation_string":"School of Computing, Engineering and Mathematical Sciences, La Trobe University, Melbourne, VIC, Australia","institution_ids":["https://openalex.org/I196829312"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5031996342","display_name":"Ammar Alazab","orcid":"https://orcid.org/0000-0001-9443-937X"},"institutions":[{"id":"https://openalex.org/I2802584246","display_name":"Melbourne School of Theology","ror":"https://ror.org/05kdkdw55","country_code":"AU","type":"education","lineage":["https://openalex.org/I2802584246"]},{"id":"https://openalex.org/I4210142395","display_name":"Torrens University Australia","ror":"https://ror.org/0351xae06","country_code":"AU","type":"education","lineage":["https://openalex.org/I4210142395"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Ammar Alazab","raw_affiliation_strings":["Centre for Artificial Intelligence and Optimization, DCT, Torrens University, Sydney, NSW, Australia","School of Information Technology and Engineering, Melbourne Institute of Technology, Melbourne, Australia"],"raw_orcid":"https://orcid.org/0000-0001-9443-937X","affiliations":[{"raw_affiliation_string":"Centre for Artificial Intelligence and Optimization, DCT, Torrens University, Sydney, NSW, Australia","institution_ids":["https://openalex.org/I4210142395"]},{"raw_affiliation_string":"School of Information Technology and Engineering, Melbourne Institute of Technology, Melbourne, Australia","institution_ids":["https://openalex.org/I2802584246"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5046797926","display_name":"Tahsien Al\u2010Quraishi","orcid":"https://orcid.org/0000-0003-3814-0431"},"institutions":[{"id":"https://openalex.org/I2802824154","display_name":"Victorian Institute of Teaching","ror":"https://ror.org/03qe98b42","country_code":"AU","type":"government","lineage":["https://openalex.org/I2802824154"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Tahsien Al-Quraishi","raw_affiliation_strings":["Higher Education Department, Victorian Institute of Technology (VIT), Melbourne, VIC, Australia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Higher Education Department, Victorian Institute of Technology (VIT), Melbourne, VIC, Australia","institution_ids":["https://openalex.org/I2802824154"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5017841918","display_name":"Bhagwan Das","orcid":"https://orcid.org/0000-0002-0731-6353"},"institutions":[{"id":"https://openalex.org/I2802584246","display_name":"Melbourne School of Theology","ror":"https://ror.org/05kdkdw55","country_code":"AU","type":"education","lineage":["https://openalex.org/I2802584246"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Bhagwan Das","raw_affiliation_strings":["School of Information Technology and Engineering, Melbourne Institute of Technology, Melbourne, VIC, Australia"],"raw_orcid":"https://orcid.org/0000-0002-0731-6353","affiliations":[{"raw_affiliation_string":"School of Information Technology and Engineering, Melbourne Institute of Technology, Melbourne, VIC, Australia","institution_ids":["https://openalex.org/I2802584246"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":6,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":{"value":1850,"currency":"USD","value_usd":1850},"apc_paid":{"value":1850,"currency":"USD","value_usd":1850},"fwci":3.327,"has_fulltext":true,"cited_by_count":11,"citation_normalized_percentile":{"value":0.92698986,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":94,"max":99},"biblio":{"volume":"12","issue":null,"first_page":"21129","last_page":"21146"},"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":0.958899974822998,"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/T11512","display_name":"Anomaly Detection Techniques and Applications","score":0.9398999810218811,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/concept-drift","display_name":"Concept drift","score":0.9199297428131104},{"id":"https://openalex.org/keywords/adaptation","display_name":"Adaptation (eye)","score":0.8028420209884644},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7701554894447327},{"id":"https://openalex.org/keywords/field","display_name":"Field (mathematics)","score":0.7055550217628479},{"id":"https://openalex.org/keywords/process","display_name":"Process (computing)","score":0.6836575269699097},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.6404329538345337},{"id":"https://openalex.org/keywords/key","display_name":"Key (lock)","score":0.495234876871109},{"id":"https://openalex.org/keywords/data-stream-mining","display_name":"Data stream mining","score":0.4152878522872925},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.3116001486778259},{"id":"https://openalex.org/keywords/computer-security","display_name":"Computer security","score":0.08077412843704224}],"concepts":[{"id":"https://openalex.org/C60777511","wikidata":"https://www.wikidata.org/wiki/Q3045002","display_name":"Concept drift","level":3,"score":0.9199297428131104},{"id":"https://openalex.org/C139807058","wikidata":"https://www.wikidata.org/wiki/Q352374","display_name":"Adaptation (eye)","level":2,"score":0.8028420209884644},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7701554894447327},{"id":"https://openalex.org/C9652623","wikidata":"https://www.wikidata.org/wiki/Q190109","display_name":"Field (mathematics)","level":2,"score":0.7055550217628479},{"id":"https://openalex.org/C98045186","wikidata":"https://www.wikidata.org/wiki/Q205663","display_name":"Process (computing)","level":2,"score":0.6836575269699097},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.6404329538345337},{"id":"https://openalex.org/C26517878","wikidata":"https://www.wikidata.org/wiki/Q228039","display_name":"Key (lock)","level":2,"score":0.495234876871109},{"id":"https://openalex.org/C89198739","wikidata":"https://www.wikidata.org/wiki/Q3079880","display_name":"Data stream mining","level":2,"score":0.4152878522872925},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.3116001486778259},{"id":"https://openalex.org/C38652104","wikidata":"https://www.wikidata.org/wiki/Q3510521","display_name":"Computer security","level":1,"score":0.08077412843704224},{"id":"https://openalex.org/C202444582","wikidata":"https://www.wikidata.org/wiki/Q837863","display_name":"Pure mathematics","level":1,"score":0.0},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.0},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.0},{"id":"https://openalex.org/C120665830","wikidata":"https://www.wikidata.org/wiki/Q14620","display_name":"Optics","level":1,"score":0.0},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.0}],"mesh":[],"locations_count":5,"locations":[{"id":"doi:10.1109/access.2024.3358817","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2024.3358817","pdf_url":"https://ieeexplore.ieee.org/ielx7/6287639/6514899/10414782.pdf","source":{"id":"https://openalex.org/S2485537415","display_name":"IEEE Access","issn_l":"2169-3536","issn":["2169-3536"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Access","raw_type":"journal-article"},{"id":"pmh:doi:10.26181/25309228","is_oa":false,"landing_page_url":null,"pdf_url":null,"source":{"id":"https://openalex.org/S4406922384","display_name":"Open MIND","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"Journal contribution"},{"id":"pmh:oai:doaj.org/article:33e86f4fd1d847d38392d9a09747badd","is_oa":true,"landing_page_url":"https://doaj.org/article/33e86f4fd1d847d38392d9a09747badd","pdf_url":null,"source":{"id":"https://openalex.org/S4306401280","display_name":"DOAJ (DOAJ: Directory of Open Access Journals)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by-sa","license_id":"https://openalex.org/licenses/cc-by-sa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"IEEE Access, Vol 12, Pp 21129-21146 (2024)","raw_type":"article"},{"id":"pmh:oai:figshare.com:article/25309228","is_oa":true,"landing_page_url":"https://figshare.com/articles/journal_contribution/Roadmap_of_Concept_Drift_Adaptation_in_Data_Stream_Mining_Years_Later/25309228","pdf_url":null,"source":{"id":"https://openalex.org/S4377196282","display_name":"Figshare","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I4210132348","host_organization_name":"Figshare (United Kingdom)","host_organization_lineage":["https://openalex.org/I4210132348"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"Text"},{"id":"doi:10.26181/25309228.v1","is_oa":true,"landing_page_url":"https://doi.org/10.26181/25309228.v1","pdf_url":null,"source":{"id":"https://openalex.org/S7407052018","display_name":"La Trobe University","issn_l":null,"issn":[],"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":null,"is_accepted":false,"is_published":null,"raw_source_name":null,"raw_type":"article-journal"}],"best_oa_location":{"id":"doi:10.1109/access.2024.3358817","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2024.3358817","pdf_url":"https://ieeexplore.ieee.org/ielx7/6287639/6514899/10414782.pdf","source":{"id":"https://openalex.org/S2485537415","display_name":"IEEE Access","issn_l":"2169-3536","issn":["2169-3536"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Access","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4391250690.pdf","grobid_xml":"https://content.openalex.org/works/W4391250690.grobid-xml"},"referenced_works_count":81,"referenced_works":["https://openalex.org/W13338109","https://openalex.org/W38774257","https://openalex.org/W64908097","https://openalex.org/W97587332","https://openalex.org/W139044672","https://openalex.org/W163595754","https://openalex.org/W1492483411","https://openalex.org/W1493853302","https://openalex.org/W1505456515","https://openalex.org/W1506455642","https://openalex.org/W1539490284","https://openalex.org/W1585854823","https://openalex.org/W1593041439","https://openalex.org/W1599232982","https://openalex.org/W1967531053","https://openalex.org/W1978717800","https://openalex.org/W1990079212","https://openalex.org/W1992019053","https://openalex.org/W2009109028","https://openalex.org/W2015627422","https://openalex.org/W2017617850","https://openalex.org/W2047449506","https://openalex.org/W2069701377","https://openalex.org/W2073256825","https://openalex.org/W2084689094","https://openalex.org/W2093825590","https://openalex.org/W2095796510","https://openalex.org/W2097178527","https://openalex.org/W2099302642","https://openalex.org/W2099419573","https://openalex.org/W2102387656","https://openalex.org/W2108059592","https://openalex.org/W2110222014","https://openalex.org/W2115677675","https://openalex.org/W2123003172","https://openalex.org/W2143991132","https://openalex.org/W2160512933","https://openalex.org/W2221794486","https://openalex.org/W2249072679","https://openalex.org/W2478192814","https://openalex.org/W2517990807","https://openalex.org/W2555947201","https://openalex.org/W2556012038","https://openalex.org/W2739567232","https://openalex.org/W2747716660","https://openalex.org/W2747747656","https://openalex.org/W2765963615","https://openalex.org/W2767528836","https://openalex.org/W2767926059","https://openalex.org/W2777638777","https://openalex.org/W2794042007","https://openalex.org/W2794413384","https://openalex.org/W2858429245","https://openalex.org/W2963991843","https://openalex.org/W2969613015","https://openalex.org/W2989995613","https://openalex.org/W2999018174","https://openalex.org/W3021596612","https://openalex.org/W3033659610","https://openalex.org/W3044058243","https://openalex.org/W3104788453","https://openalex.org/W3108206468","https://openalex.org/W3111828510","https://openalex.org/W3151210239","https://openalex.org/W3163814898","https://openalex.org/W3167537398","https://openalex.org/W4226125749","https://openalex.org/W4241302199","https://openalex.org/W4241336979","https://openalex.org/W4244494905","https://openalex.org/W4255466416","https://openalex.org/W4300114609","https://openalex.org/W4323849286","https://openalex.org/W4385192637","https://openalex.org/W6605683200","https://openalex.org/W6607691871","https://openalex.org/W6629275181","https://openalex.org/W6681814599","https://openalex.org/W6747133071","https://openalex.org/W6787556164","https://openalex.org/W6946208371"],"related_works":["https://openalex.org/W2802243998","https://openalex.org/W2469699777","https://openalex.org/W3112950814","https://openalex.org/W3201554469","https://openalex.org/W2368264659","https://openalex.org/W4307392573","https://openalex.org/W2060628068","https://openalex.org/W4200217704","https://openalex.org/W2161835057","https://openalex.org/W3208495060"],"abstract_inverted_index":{"As":[0],"machine":[1],"learning":[2],"models":[3],"are":[4],"increasingly":[5],"applied":[6],"to":[7,13,31,50,147],"real-world":[8],"scenarios,":[9],"it":[10],"is":[11],"essential":[12],"consider":[14],"the":[15,20,32,42,72,81,95,106,119,136,149],"possibility":[16],"of":[17,34,71,83,98,109,125,135],"changes":[18,39],"in":[19,153],"data":[21,84],"distribution":[22],"over":[23,114],"time.":[24,115],"Concept":[25],"drift":[26,58,100,155],"detection":[27,59,101,156],"and":[28,36,40,54,60,69,87,90,102,104,123,128,143,151,157],"adaptation":[29,103],"refers":[30],"process":[33],"identifying":[35],"tracking":[37],"these":[38],"updating":[41],"model":[43],"accordingly.":[44],"Researchers":[45],"have":[46,112],"devoted":[47],"significant":[48],"efforts":[49],"develop":[51],"various":[52],"techniques":[53],"tools":[55],"for":[56],"concept":[57,99,154],"adaptation,":[61],"as":[62],"this":[63,75],"paper":[64,139],"provides":[65],"a":[66],"generic":[67],"roadmap":[68],"review":[70],"field.":[73,137],"In":[74],"paper,":[76],"we":[77,93,117],"begin":[78],"by":[79],"reviewing":[80],"background":[82],"stream":[85],"classification":[86],"its":[88],"assumptions":[89],"requirements.":[91],"Then,":[92],"explore":[94],"historical":[96],"development":[97],"highlight":[105],"key":[107],"points":[108],"approaches":[110],"that":[111],"emerged":[113],"Next,":[116],"summarize":[118],"major":[120],"findings,":[121],"challenges,":[122],"limitations":[124],"past":[126],"research,":[127],"provide":[129],"insights":[130],"into":[131],"potential":[132],"future":[133],"directions":[134],"The":[138],"can":[140],"benefit":[141],"researchers":[142],"practitioners":[144],"who":[145],"seek":[146],"navigate":[148],"challenges":[150],"opportunities":[152],"adaptation.":[158]},"counts_by_year":[{"year":2026,"cited_by_count":2},{"year":2025,"cited_by_count":7},{"year":2024,"cited_by_count":2}],"updated_date":"2026-06-17T08:01:34.144755","created_date":"2025-10-10T00:00:00"}
