{"id":"https://openalex.org/W3188076704","doi":"https://doi.org/10.1155/2021/8813806","title":"Cost\u2010Sensitive Classification for Evolving Data Streams with Concept Drift and Class Imbalance","display_name":"Cost\u2010Sensitive Classification for Evolving Data Streams with Concept Drift and Class Imbalance","publication_year":2021,"publication_date":"2021-01-01","ids":{"openalex":"https://openalex.org/W3188076704","doi":"https://doi.org/10.1155/2021/8813806","mag":"3188076704","pmid":"https://pubmed.ncbi.nlm.nih.gov/34381499"},"language":"en","primary_location":{"id":"doi:10.1155/2021/8813806","is_oa":true,"landing_page_url":"https://doi.org/10.1155/2021/8813806","pdf_url":"https://downloads.hindawi.com/journals/cin/2021/8813806.pdf","source":{"id":"https://openalex.org/S72372694","display_name":"Computational Intelligence and Neuroscience","issn_l":"1687-5265","issn":["1687-5265","1687-5273"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319869","host_organization_name":"Hindawi Publishing Corporation","host_organization_lineage":["https://openalex.org/P4310319869","https://openalex.org/P4310320595"],"host_organization_lineage_names":["Hindawi Publishing Corporation","Wiley"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Computational Intelligence and Neuroscience","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj","pubmed"],"open_access":{"is_oa":true,"oa_status":"hybrid","oa_url":"https://downloads.hindawi.com/journals/cin/2021/8813806.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5100376523","display_name":"Yange Sun","orcid":"https://orcid.org/0000-0003-3305-4622"},"institutions":[{"id":"https://openalex.org/I130750295","display_name":"Xinyang Normal University","ror":"https://ror.org/0190x2a66","country_code":"CN","type":"education","lineage":["https://openalex.org/I130750295"]},{"id":"https://openalex.org/I4210091712","display_name":"Zhengzhou University of Science and Technology","ror":"https://ror.org/00b3j7936","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210091712"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Yange Sun","raw_affiliation_strings":["Henan Key Lab of Analysis and Applications of Education Big Data, Xinyang Normal University, Xinyang, China","Institute of Zhengzhou Information Science and Technology, Zhengzhou, China","School of Computer and Information Technology, Xinyang Normal University, Xinyang 464000, China"],"raw_orcid":"https://orcid.org/0000-0003-3305-4622","affiliations":[{"raw_affiliation_string":"Henan Key Lab of Analysis and Applications of Education Big Data, Xinyang Normal University, Xinyang, China","institution_ids":["https://openalex.org/I130750295"]},{"raw_affiliation_string":"Institute of Zhengzhou Information Science and Technology, Zhengzhou, China","institution_ids":["https://openalex.org/I4210091712"]},{"raw_affiliation_string":"School of Computer and Information Technology, Xinyang Normal University, Xinyang 464000, China","institution_ids":["https://openalex.org/I130750295"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100457571","display_name":"Meng Li","orcid":"https://orcid.org/0000-0003-3553-0813"},"institutions":[{"id":"https://openalex.org/I130750295","display_name":"Xinyang Normal University","ror":"https://ror.org/0190x2a66","country_code":"CN","type":"education","lineage":["https://openalex.org/I130750295"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Meng Li","raw_affiliation_strings":["School of Computer and Information Technology, Xinyang Normal University, Xinyang 464000, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Computer and Information Technology, Xinyang Normal University, Xinyang 464000, China","institution_ids":["https://openalex.org/I130750295"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100440326","display_name":"Lei Li","orcid":"https://orcid.org/0000-0002-5374-7293"},"institutions":[{"id":"https://openalex.org/I130750295","display_name":"Xinyang Normal University","ror":"https://ror.org/0190x2a66","country_code":"CN","type":"education","lineage":["https://openalex.org/I130750295"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Lei Li","raw_affiliation_strings":["School of Computer and Information Technology, Xinyang Normal University, Xinyang 464000, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Computer and Information Technology, Xinyang Normal University, Xinyang 464000, China","institution_ids":["https://openalex.org/I130750295"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5074202131","display_name":"Han Shao","orcid":"https://orcid.org/0000-0002-4357-5280"},"institutions":[{"id":"https://openalex.org/I130750295","display_name":"Xinyang Normal University","ror":"https://ror.org/0190x2a66","country_code":"CN","type":"education","lineage":["https://openalex.org/I130750295"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Han Shao","raw_affiliation_strings":["School of Computer and Information Technology, Xinyang Normal University, Xinyang 464000, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Computer and Information Technology, Xinyang Normal University, Xinyang 464000, China","institution_ids":["https://openalex.org/I130750295"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5045894156","display_name":"Yi Sun","orcid":"https://orcid.org/0000-0002-5977-855X"},"institutions":[{"id":"https://openalex.org/I130750295","display_name":"Xinyang Normal University","ror":"https://ror.org/0190x2a66","country_code":"CN","type":"education","lineage":["https://openalex.org/I130750295"]},{"id":"https://openalex.org/I4210091712","display_name":"Zhengzhou University of Science and Technology","ror":"https://ror.org/00b3j7936","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210091712"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yi Sun","raw_affiliation_strings":["Henan Key Lab of Analysis and Applications of Education Big Data, Xinyang Normal University, Xinyang, China","Institute of Zhengzhou Information Science and Technology, Zhengzhou, China","School of Computer and Information Technology, Xinyang Normal University, Xinyang 464000, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Henan Key Lab of Analysis and Applications of Education Big Data, Xinyang Normal University, Xinyang, China","institution_ids":["https://openalex.org/I130750295"]},{"raw_affiliation_string":"Institute of Zhengzhou Information Science and Technology, Zhengzhou, China","institution_ids":["https://openalex.org/I4210091712"]},{"raw_affiliation_string":"School of Computer and Information Technology, Xinyang Normal University, Xinyang 464000, China","institution_ids":["https://openalex.org/I130750295"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":["https://openalex.org/A5100376523"],"corresponding_institution_ids":["https://openalex.org/I130750295","https://openalex.org/I4210091712"],"apc_list":{"value":2550,"currency":"USD","value_usd":2550},"apc_paid":{"value":2550,"currency":"USD","value_usd":2550},"fwci":1.6142,"has_fulltext":true,"cited_by_count":16,"citation_normalized_percentile":{"value":0.86038713,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":91,"max":99},"biblio":{"volume":"2021","issue":"1","first_page":"8813806","last_page":"8813806"},"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":0.9763000011444092,"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/T11652","display_name":"Imbalanced Data Classification Techniques","score":0.9746999740600586,"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":0.8828710317611694},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7167048454284668},{"id":"https://openalex.org/keywords/streams","display_name":"STREAMS","score":0.652378499507904},{"id":"https://openalex.org/keywords/class","display_name":"Class (philosophy)","score":0.6006219387054443},{"id":"https://openalex.org/keywords/data-stream-mining","display_name":"Data stream mining","score":0.5132986903190613},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.5120006203651428},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.3960421681404114},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.36808687448501587},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.3626693785190582},{"id":"https://openalex.org/keywords/computer-network","display_name":"Computer network","score":0.06475076079368591}],"concepts":[{"id":"https://openalex.org/C60777511","wikidata":"https://www.wikidata.org/wiki/Q3045002","display_name":"Concept drift","level":3,"score":0.8828710317611694},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7167048454284668},{"id":"https://openalex.org/C42090638","wikidata":"https://www.wikidata.org/wiki/Q4048907","display_name":"STREAMS","level":2,"score":0.652378499507904},{"id":"https://openalex.org/C2777212361","wikidata":"https://www.wikidata.org/wiki/Q5127848","display_name":"Class (philosophy)","level":2,"score":0.6006219387054443},{"id":"https://openalex.org/C89198739","wikidata":"https://www.wikidata.org/wiki/Q3079880","display_name":"Data stream mining","level":2,"score":0.5132986903190613},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.5120006203651428},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3960421681404114},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.36808687448501587},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.3626693785190582},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.06475076079368591}],"mesh":[{"descriptor_ui":"D000465","descriptor_name":"Algorithms","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000465","descriptor_name":"Algorithms","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000465","descriptor_name":"Algorithms","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D007858","descriptor_name":"Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D007858","descriptor_name":"Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D007858","descriptor_name":"Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true}],"locations_count":4,"locations":[{"id":"doi:10.1155/2021/8813806","is_oa":true,"landing_page_url":"https://doi.org/10.1155/2021/8813806","pdf_url":"https://downloads.hindawi.com/journals/cin/2021/8813806.pdf","source":{"id":"https://openalex.org/S72372694","display_name":"Computational Intelligence and Neuroscience","issn_l":"1687-5265","issn":["1687-5265","1687-5273"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319869","host_organization_name":"Hindawi Publishing Corporation","host_organization_lineage":["https://openalex.org/P4310319869","https://openalex.org/P4310320595"],"host_organization_lineage_names":["Hindawi Publishing Corporation","Wiley"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Computational Intelligence and Neuroscience","raw_type":"journal-article"},{"id":"pmid:34381499","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/34381499","pdf_url":null,"source":{"id":"https://openalex.org/S4306525036","display_name":"PubMed","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1299303238","host_organization_name":"National Institutes of Health","host_organization_lineage":["https://openalex.org/I1299303238"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Computational intelligence and neuroscience","raw_type":"Journal Article"},{"id":"pmh:oai:pubmedcentral.nih.gov:8352686","is_oa":true,"landing_page_url":"https://www.ncbi.nlm.nih.gov/pmc/articles/8352686","pdf_url":null,"source":{"id":"https://openalex.org/S2764455111","display_name":"PubMed Central","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1299303238","host_organization_name":"National Institutes of Health","host_organization_lineage":["https://openalex.org/I1299303238"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Comput Intell Neurosci","raw_type":"Text"},{"id":"pmh:oai:doaj.org/article:c51c3feb155f4c8cb545f8935e308bdc","is_oa":false,"landing_page_url":"https://doaj.org/article/c51c3feb155f4c8cb545f8935e308bdc","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":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Computational Intelligence and Neuroscience, Vol 2021 (2021)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.1155/2021/8813806","is_oa":true,"landing_page_url":"https://doi.org/10.1155/2021/8813806","pdf_url":"https://downloads.hindawi.com/journals/cin/2021/8813806.pdf","source":{"id":"https://openalex.org/S72372694","display_name":"Computational Intelligence and Neuroscience","issn_l":"1687-5265","issn":["1687-5265","1687-5273"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319869","host_organization_name":"Hindawi Publishing Corporation","host_organization_lineage":["https://openalex.org/P4310319869","https://openalex.org/P4310320595"],"host_organization_lineage_names":["Hindawi Publishing Corporation","Wiley"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Computational Intelligence and Neuroscience","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G3970065373","display_name":"\u57fa\u4e8e\u7cbe\u7b80\u6a21\u5f0f\u7684\u53ef\u53d8\u6570\u636e\u6d41\u96c6\u6210\u5206\u7c7b\u6a21\u578b\u5173\u952e\u6280\u672f\u7814\u7a76","funder_award_id":"62062004","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G3997271028","display_name":null,"funder_award_id":"31900710","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G6046697368","display_name":null,"funder_award_id":"19IRTSTHN014","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G7733419106","display_name":null,"funder_award_id":"19IRTSTHN014","funder_id":"https://openalex.org/F4320335834","funder_display_name":"Nanhu Scholars Program for Young Scholars of Xinyang Normal University"},{"id":"https://openalex.org/G8150955476","display_name":null,"funder_award_id":"61702550","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G8495994827","display_name":null,"funder_award_id":"19IRTSTHN014","funder_id":"https://openalex.org/F4320327564","funder_display_name":"Xinyang Normal University"}],"funders":[{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"},{"id":"https://openalex.org/F4320327564","display_name":"Xinyang Normal University","ror":"https://ror.org/0190x2a66"},{"id":"https://openalex.org/F4320335834","display_name":"Nanhu Scholars Program for Young Scholars of Xinyang Normal University","ror":null}],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W3188076704.pdf","grobid_xml":"https://content.openalex.org/works/W3188076704.grobid-xml"},"referenced_works_count":45,"referenced_works":["https://openalex.org/W728297","https://openalex.org/W64908097","https://openalex.org/W139044672","https://openalex.org/W571200655","https://openalex.org/W1537430301","https://openalex.org/W1563938718","https://openalex.org/W1565746575","https://openalex.org/W1585854823","https://openalex.org/W1808644423","https://openalex.org/W1904826605","https://openalex.org/W2026316367","https://openalex.org/W2056614917","https://openalex.org/W2086075853","https://openalex.org/W2088220893","https://openalex.org/W2088654600","https://openalex.org/W2096945460","https://openalex.org/W2099419573","https://openalex.org/W2099454382","https://openalex.org/W2103614420","https://openalex.org/W2103753221","https://openalex.org/W2104167780","https://openalex.org/W2104933073","https://openalex.org/W2118978333","https://openalex.org/W2136256517","https://openalex.org/W2148143831","https://openalex.org/W2223903364","https://openalex.org/W2244109919","https://openalex.org/W2289463038","https://openalex.org/W2528421823","https://openalex.org/W2604204103","https://openalex.org/W2604756720","https://openalex.org/W2734773959","https://openalex.org/W2740428142","https://openalex.org/W2794124609","https://openalex.org/W2847284300","https://openalex.org/W2896493249","https://openalex.org/W2950965163","https://openalex.org/W2977431930","https://openalex.org/W2997967197","https://openalex.org/W3001208697","https://openalex.org/W3003253354","https://openalex.org/W3087735403","https://openalex.org/W4237219250","https://openalex.org/W4253380682","https://openalex.org/W6680192438"],"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":{"Class":[0],"imbalance":[1,34,92],"and":[2,72,132],"concept":[3,43,151],"drift":[4,135],"are":[5],"two":[6,18,58],"primary":[7],"principles":[8],"that":[9,127,140],"exist":[10],"concurrently":[11],"in":[12,122],"data":[13,40,70,76,95,153],"stream":[14,154],"classification.":[15,73],"Although":[16],"the":[17,25,32,57,67,75,85,90,94,98,109,113],"issues":[19,59],"have":[20],"drawn":[21],"enough":[22],"attention":[23],"separately,":[24],"joint":[26],"treatment":[27],"largely":[28],"remains":[29],"unexplored.":[30],"Moreover,":[31],"class":[33,91],"issue":[35],"is":[36,53,82,105,120],"further":[37],"complicated":[38],"if":[39],"streams":[41],"with":[42],"drift.":[44],"A":[45],"novel":[46],"Cost-Sensitive":[47],"based":[48],"Data":[49],"Stream":[50],"(CSDS)":[51],"classification":[52,99,146],"introduced":[54,83],"to":[55,107,134],"overcome":[56],"simultaneously.":[60],"The":[61],"CSDS":[62],"considers":[63],"cost":[64],"information":[65],"during":[66],"procedures":[68],"of":[69,112],"preprocessing":[71],"During":[74],"preprocessing,":[77],"a":[78,101,116],"cost-sensitive":[79,102],"learning":[80],"strategy":[81],"into":[84],"ReliefF":[86],"algorithm":[87],"for":[88],"alleviating":[89],"at":[93],"level.":[96],"In":[97],"process,":[100],"weighting":[103],"schema":[104],"devised":[106],"enhance":[108],"overall":[110],"performance":[111],"ensemble.":[114],"Besides,":[115],"change":[117],"detection":[118],"mechanism":[119],"embedded":[121],"our":[123,141],"algorithm,":[124],"which":[125],"guarantees":[126],"an":[128],"ensemble":[129],"can":[130,143],"capture":[131],"react":[133],"promptly.":[136],"Experimental":[137],"results":[138,147],"validate":[139],"method":[142],"obtain":[144],"better":[145],"under":[148],"different":[149],"imbalanced":[150],"drifting":[152],"scenarios.":[155]},"counts_by_year":[{"year":2026,"cited_by_count":3},{"year":2025,"cited_by_count":1},{"year":2024,"cited_by_count":3},{"year":2023,"cited_by_count":5},{"year":2022,"cited_by_count":4}],"updated_date":"2026-08-21T09:56:20.448147","created_date":"2025-10-10T00:00:00"}