{"id":"https://openalex.org/W2344964031","doi":"https://doi.org/10.1109/tkde.2015.2507123","title":"Recurring and Novel Class Detection Using Class-Based Ensemble for Evolving Data Stream","display_name":"Recurring and Novel Class Detection Using Class-Based Ensemble for Evolving Data Stream","publication_year":2015,"publication_date":"2015-12-09","ids":{"openalex":"https://openalex.org/W2344964031","doi":"https://doi.org/10.1109/tkde.2015.2507123","mag":"2344964031"},"language":"en","primary_location":{"id":"doi:10.1109/tkde.2015.2507123","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tkde.2015.2507123","pdf_url":null,"source":{"id":"https://openalex.org/S30698027","display_name":"IEEE Transactions on Knowledge and Data Engineering","issn_l":"1041-4347","issn":["1041-4347","1558-2191","2326-3865"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320439","host_organization_name":"IEEE Computer Society","host_organization_lineage":["https://openalex.org/P4310320439","https://openalex.org/P4310319808"],"host_organization_lineage_names":["IEEE Computer Society","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 Transactions on Knowledge and Data Engineering","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/A5001904390","display_name":"Tahseen M. Al-Khateeb","orcid":null},"institutions":[{"id":"https://openalex.org/I162577319","display_name":"The University of Texas at Dallas","ror":"https://ror.org/049emcs32","country_code":"US","type":"education","lineage":["https://openalex.org/I162577319"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Tahseen Al-Khateeb","raw_affiliation_strings":["Department of Computer Science, University of Texas at Dallas, TX 75080"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computer Science, University of Texas at Dallas, TX 75080","institution_ids":["https://openalex.org/I162577319"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5029798067","display_name":"Mohammad Mehedy Masud","orcid":"https://orcid.org/0000-0002-5274-5982"},"institutions":[{"id":"https://openalex.org/I201726411","display_name":"United Arab Emirates University","ror":"https://ror.org/01km6p862","country_code":"AE","type":"education","lineage":["https://openalex.org/I201726411"]}],"countries":["AE"],"is_corresponding":false,"raw_author_name":"Mohammad M. Masud","raw_affiliation_strings":["College of Information Technology, United Arab Emirates University, Al Ain, UAE"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"College of Information Technology, United Arab Emirates University, Al Ain, UAE","institution_ids":["https://openalex.org/I201726411"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5051934139","display_name":"Khaled Al-Naami","orcid":null},"institutions":[{"id":"https://openalex.org/I162577319","display_name":"The University of Texas at Dallas","ror":"https://ror.org/049emcs32","country_code":"US","type":"education","lineage":["https://openalex.org/I162577319"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Khaled M. Al-Naami","raw_affiliation_strings":["Department of Computer Science, University of Texas at Dallas, TX 75080"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computer Science, University of Texas at Dallas, TX 75080","institution_ids":["https://openalex.org/I162577319"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5058858156","display_name":"\u015eadi Evren \u015eeker","orcid":"https://orcid.org/0000-0002-7323-3695"},"institutions":[{"id":"https://openalex.org/I57913696","display_name":"Istanbul Medeniyet University","ror":"https://ror.org/05j1qpr59","country_code":"TR","type":"education","lineage":["https://openalex.org/I57913696"]}],"countries":["TR"],"is_corresponding":false,"raw_author_name":"Sadi Evren Seker","raw_affiliation_strings":["Department of Business, Istanbul Medeniyet University, Istanbul, Turkey"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Business, Istanbul Medeniyet University, Istanbul, Turkey","institution_ids":["https://openalex.org/I57913696"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5021357107","display_name":"Ahmad Mustafa","orcid":"https://orcid.org/0000-0002-5264-4305"},"institutions":[{"id":"https://openalex.org/I162577319","display_name":"The University of Texas at Dallas","ror":"https://ror.org/049emcs32","country_code":"US","type":"education","lineage":["https://openalex.org/I162577319"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Ahmad M. Mustafa","raw_affiliation_strings":["Department of Computer Science, University of Texas at Dallas, TX 75080"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computer Science, University of Texas at Dallas, TX 75080","institution_ids":["https://openalex.org/I162577319"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5005002693","display_name":"Latifur Khan","orcid":"https://orcid.org/0000-0002-9300-1576"},"institutions":[{"id":"https://openalex.org/I162577319","display_name":"The University of Texas at Dallas","ror":"https://ror.org/049emcs32","country_code":"US","type":"education","lineage":["https://openalex.org/I162577319"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Latifur Khan","raw_affiliation_strings":["Department of Computer Science, University of Texas at Dallas, TX 75080"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computer Science, University of Texas at Dallas, TX 75080","institution_ids":["https://openalex.org/I162577319"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5011728448","display_name":"Zouheir Trabelsi","orcid":"https://orcid.org/0000-0001-8686-8975"},"institutions":[{"id":"https://openalex.org/I201726411","display_name":"United Arab Emirates University","ror":"https://ror.org/01km6p862","country_code":"AE","type":"education","lineage":["https://openalex.org/I201726411"]}],"countries":["AE"],"is_corresponding":false,"raw_author_name":"Zouheir Trabelsi","raw_affiliation_strings":["College of Information Technology, United Arab Emirates University, Al Ain, UAE"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"College of Information Technology, United Arab Emirates University, Al Ain, UAE","institution_ids":["https://openalex.org/I201726411"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5028089542","display_name":"Char\u0173 C. Aggarwal","orcid":"https://orcid.org/0000-0003-2579-7581"},"institutions":[{"id":"https://openalex.org/I1341412227","display_name":"IBM (United States)","ror":"https://ror.org/05hh8d621","country_code":"US","type":"company","lineage":["https://openalex.org/I1341412227"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Charu Aggarwal","raw_affiliation_strings":["IBM T.J. Watson Research Center, Yorktown Heights, NY 10598"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"IBM T.J. Watson Research Center, Yorktown Heights, NY 10598","institution_ids":["https://openalex.org/I1341412227"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5019539533","display_name":"Jiawei Han","orcid":"https://orcid.org/0000-0002-3629-2696"},"institutions":[{"id":"https://openalex.org/I157725225","display_name":"University of Illinois Urbana-Champaign","ror":"https://ror.org/047426m28","country_code":"US","type":"education","lineage":["https://openalex.org/I157725225"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Jiawei Han","raw_affiliation_strings":["Department of Computer Science, University of Illinois at Urbana-Champaign, IL 61801"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computer Science, University of Illinois at Urbana-Champaign, IL 61801","institution_ids":["https://openalex.org/I157725225"]}]}],"institutions":[],"countries_distinct_count":3,"institutions_distinct_count":5,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":{"value":2645,"currency":"USD","value_usd":2645},"apc_paid":null,"fwci":5.5632,"has_fulltext":false,"cited_by_count":48,"citation_normalized_percentile":{"value":0.96031952,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":90,"max":99},"biblio":{"volume":"28","issue":"10","first_page":"2752","last_page":"2764"},"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":0.958299994468689,"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":0.9514999985694885,"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/computer-science","display_name":"Computer science","score":0.8370411396026611},{"id":"https://openalex.org/keywords/class","display_name":"Class (philosophy)","score":0.7270842790603638},{"id":"https://openalex.org/keywords/data-stream-mining","display_name":"Data stream mining","score":0.6806914806365967},{"id":"https://openalex.org/keywords/benchmark","display_name":"Benchmark (surveying)","score":0.6568074822425842},{"id":"https://openalex.org/keywords/data-stream","display_name":"Data stream","score":0.6418870091438293},{"id":"https://openalex.org/keywords/ensemble-learning","display_name":"Ensemble learning","score":0.5137349367141724},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.5035449862480164},{"id":"https://openalex.org/keywords/field","display_name":"Field (mathematics)","score":0.49082979559898376},{"id":"https://openalex.org/keywords/concept-drift","display_name":"Concept drift","score":0.48427051305770874},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.4473591446876526},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.44596755504608154},{"id":"https://openalex.org/keywords/streaming-data","display_name":"Streaming data","score":0.4261249899864197},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.07490840554237366}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8370411396026611},{"id":"https://openalex.org/C2777212361","wikidata":"https://www.wikidata.org/wiki/Q5127848","display_name":"Class (philosophy)","level":2,"score":0.7270842790603638},{"id":"https://openalex.org/C89198739","wikidata":"https://www.wikidata.org/wiki/Q3079880","display_name":"Data stream mining","level":2,"score":0.6806914806365967},{"id":"https://openalex.org/C185798385","wikidata":"https://www.wikidata.org/wiki/Q1161707","display_name":"Benchmark (surveying)","level":2,"score":0.6568074822425842},{"id":"https://openalex.org/C2778484313","wikidata":"https://www.wikidata.org/wiki/Q1172540","display_name":"Data stream","level":2,"score":0.6418870091438293},{"id":"https://openalex.org/C45942800","wikidata":"https://www.wikidata.org/wiki/Q245652","display_name":"Ensemble learning","level":2,"score":0.5137349367141724},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.5035449862480164},{"id":"https://openalex.org/C9652623","wikidata":"https://www.wikidata.org/wiki/Q190109","display_name":"Field (mathematics)","level":2,"score":0.49082979559898376},{"id":"https://openalex.org/C60777511","wikidata":"https://www.wikidata.org/wiki/Q3045002","display_name":"Concept drift","level":3,"score":0.48427051305770874},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4473591446876526},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.44596755504608154},{"id":"https://openalex.org/C2777611316","wikidata":"https://www.wikidata.org/wiki/Q39045282","display_name":"Streaming data","level":2,"score":0.4261249899864197},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.07490840554237366},{"id":"https://openalex.org/C205649164","wikidata":"https://www.wikidata.org/wiki/Q1071","display_name":"Geography","level":0,"score":0.0},{"id":"https://openalex.org/C13280743","wikidata":"https://www.wikidata.org/wiki/Q131089","display_name":"Geodesy","level":1,"score":0.0},{"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/C76155785","wikidata":"https://www.wikidata.org/wiki/Q418","display_name":"Telecommunications","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/tkde.2015.2507123","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tkde.2015.2507123","pdf_url":null,"source":{"id":"https://openalex.org/S30698027","display_name":"IEEE Transactions on Knowledge and Data Engineering","issn_l":"1041-4347","issn":["1041-4347","1558-2191","2326-3865"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320439","host_organization_name":"IEEE Computer Society","host_organization_lineage":["https://openalex.org/P4310320439","https://openalex.org/P4310319808"],"host_organization_lineage_names":["IEEE Computer Society","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 Transactions on Knowledge and Data Engineering","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G194447714","display_name":null,"funder_award_id":"2008-00867-01","funder_id":"https://openalex.org/F4320306101","funder_display_name":"National Aeronautics and Space Administration"},{"id":"https://openalex.org/G4637781235","display_name":null,"funder_award_id":"FA9950-12-1-0077","funder_id":"https://openalex.org/F4320338279","funder_display_name":"Air Force Office of Scientific Research"},{"id":"https://openalex.org/G8985203359","display_name":null,"funder_award_id":"FA9550-14-1-0173","funder_id":"https://openalex.org/F4320338279","funder_display_name":"Air Force Office of Scientific Research"}],"funders":[{"id":"https://openalex.org/F4320306101","display_name":"National Aeronautics and Space Administration","ror":"https://ror.org/027ka1x80"},{"id":"https://openalex.org/F4320318304","display_name":"\u0130stanbul Medeniyet \u00dcniversitesi","ror":"https://ror.org/05j1qpr59"},{"id":"https://openalex.org/F4320327708","display_name":"University of Texas at Dallas","ror":"https://ror.org/049emcs32"},{"id":"https://openalex.org/F4320338279","display_name":"Air Force Office of Scientific Research","ror":"https://ror.org/011e9bt93"}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":27,"referenced_works":["https://openalex.org/W1987429824","https://openalex.org/W1991076541","https://openalex.org/W1993521476","https://openalex.org/W1996430422","https://openalex.org/W1998960312","https://openalex.org/W2010657328","https://openalex.org/W2016159616","https://openalex.org/W2022775778","https://openalex.org/W2030680965","https://openalex.org/W2062170945","https://openalex.org/W2073556086","https://openalex.org/W2074988520","https://openalex.org/W2096846143","https://openalex.org/W2097987924","https://openalex.org/W2099419573","https://openalex.org/W2126775366","https://openalex.org/W2128750409","https://openalex.org/W2129767422","https://openalex.org/W2130416896","https://openalex.org/W2152823617","https://openalex.org/W2168386304","https://openalex.org/W2170936641","https://openalex.org/W2172080108","https://openalex.org/W2199630625","https://openalex.org/W4255466416","https://openalex.org/W6675040714","https://openalex.org/W6687799195"],"related_works":["https://openalex.org/W4281572076","https://openalex.org/W4307392573","https://openalex.org/W2802243998","https://openalex.org/W2469699777","https://openalex.org/W2736127210","https://openalex.org/W4389449520","https://openalex.org/W2060628068","https://openalex.org/W3208495060","https://openalex.org/W2277307313","https://openalex.org/W2235038291"],"abstract_inverted_index":{"Streaming":[0],"data":[1,19,50,64,172],"is":[2,41],"one":[3],"of":[4,83,129,156,170],"the":[5,18,31,38,42,70,76,84,90,102,114,122,127,145,149,154],"attention":[6],"receiving":[7],"sources":[8],"for":[9],"concept-evolution":[10,39],"studies.":[11,96],"When":[12],"a":[13,26,52,59,106,168],"new":[14,27],"class":[15,53,72],"occurs":[16],"in":[17,37,118,133,141,148],"stream":[20,65],"it":[21],"can":[22,54],"be":[23],"considered":[24],"as":[25,79,177],"concept":[28],"and":[29,56,136,138],"so":[30],"concept-evolution.":[32],"One":[33],"attractive":[34],"problem":[35,103],"occurring":[36],"studies":[40,62,147],"recurring":[43,71,77,123],"classes":[44,78],"from":[45],"our":[46],"previous":[47,146],"study.":[48],"In":[49,97],"streams,":[51],"disappear":[55],"reappear":[57],"after":[58],"while.":[60],"Existing":[61],"on":[63,94,167],"classification":[66],"techniques":[67,163],"either":[68],"misclassify":[69],"or":[73,86],"falsely":[74],"identify":[75],"novel":[80,88,107],"classes.":[81,124],"Because":[82],"misclassification":[85],"false":[87],"classification,":[89],"error":[91],"rates":[92],"increases":[93],"those":[95],"this":[98],"paper":[99],"we":[100,151],"address":[101],"by":[104],"defining":[105],"ensemble":[108,111,135,159],"technique":[109],"\u201cclass-based\u201d":[110,158],"which":[112],"replaces":[113],"traditional":[115],"\u201cchunk-based\u201d":[116],"approach":[117,166],"order":[119],"to":[120],"detect":[121],"We":[125],"discuss":[126],"details":[128],"two":[130],"different":[131],"approaches":[132],"class-based":[134],"explain":[137],"compare":[139],"them":[140],"detail.":[142],"Different":[143],"than":[144],"field,":[150],"also":[152],"prove":[153],"superiority":[155],"both":[157],"method":[160],"over":[161],"state-of-art":[162],"via":[164],"empirical":[165],"number":[169],"benchmark":[171],"sets":[173],"including":[174],"Web":[175],"comments":[176],"text":[178],"mining":[179],"challenge.":[180]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":1},{"year":2024,"cited_by_count":4},{"year":2023,"cited_by_count":7},{"year":2022,"cited_by_count":6},{"year":2021,"cited_by_count":6},{"year":2020,"cited_by_count":6},{"year":2019,"cited_by_count":6},{"year":2018,"cited_by_count":6},{"year":2017,"cited_by_count":4},{"year":2016,"cited_by_count":1}],"updated_date":"2026-08-21T09:56:20.448147","created_date":"2025-10-10T00:00:00"}
