{"id":"https://openalex.org/W2027393881","doi":"https://doi.org/10.1109/tsmca.2012.2224338","title":"Concept Drift-Oriented Adaptive and Dynamic Support Vector Machine Ensemble With Time Window in Corporate Financial Risk Prediction","display_name":"Concept Drift-Oriented Adaptive and Dynamic Support Vector Machine Ensemble With Time Window in Corporate Financial Risk Prediction","publication_year":2013,"publication_date":"2013-01-31","ids":{"openalex":"https://openalex.org/W2027393881","doi":"https://doi.org/10.1109/tsmca.2012.2224338","mag":"2027393881"},"language":"en","primary_location":{"id":"doi:10.1109/tsmca.2012.2224338","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tsmca.2012.2224338","pdf_url":null,"source":{"id":"https://openalex.org/S4210209078","display_name":"IEEE Transactions on Systems Man and Cybernetics Systems","issn_l":"2168-2216","issn":["2168-2216","2168-2232"],"is_oa":false,"is_in_doaj":false,"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 Transactions on Systems, Man, and Cybernetics: Systems","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/A5004502095","display_name":"Jie Sun","orcid":"https://orcid.org/0000-0003-2553-1804"},"institutions":[{"id":"https://openalex.org/I135237710","display_name":"Zhejiang Normal University","ror":"https://ror.org/01vevwk45","country_code":"CN","type":"education","lineage":["https://openalex.org/I135237710"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Jie Sun","raw_affiliation_strings":["School of Economics and Management, Zhejiang Normal University, Jinhua, China"],"affiliations":[{"raw_affiliation_string":"School of Economics and Management, Zhejiang Normal University, Jinhua, China","institution_ids":["https://openalex.org/I135237710"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5086729355","display_name":"Hui Li","orcid":"https://orcid.org/0000-0002-5822-2795"},"institutions":[{"id":"https://openalex.org/I52357470","display_name":"The Ohio State University","ror":"https://ror.org/00rs6vg23","country_code":"US","type":"education","lineage":["https://openalex.org/I52357470"]},{"id":"https://openalex.org/I135237710","display_name":"Zhejiang Normal University","ror":"https://ror.org/01vevwk45","country_code":"CN","type":"education","lineage":["https://openalex.org/I135237710"]}],"countries":["CN","US"],"is_corresponding":false,"raw_author_name":"Hui Li","raw_affiliation_strings":["College of Engineering, Ohio State University, Columbus, OH, USA","School of Economics and Management, Zhejiang Normal University, Jinhua, China"],"affiliations":[{"raw_affiliation_string":"College of Engineering, Ohio State University, Columbus, OH, USA","institution_ids":["https://openalex.org/I52357470"]},{"raw_affiliation_string":"School of Economics and Management, Zhejiang Normal University, Jinhua, China","institution_ids":["https://openalex.org/I135237710"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5060859546","display_name":"Hojjat Adeli","orcid":"https://orcid.org/0000-0001-5718-1453"},"institutions":[{"id":"https://openalex.org/I52357470","display_name":"The Ohio State University","ror":"https://ror.org/00rs6vg23","country_code":"US","type":"education","lineage":["https://openalex.org/I52357470"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Hojjat Adeli","raw_affiliation_strings":["College of Engineering, Ohio State University, Columbus, OH, USA"],"affiliations":[{"raw_affiliation_string":"College of Engineering, Ohio State University, Columbus, OH, USA","institution_ids":["https://openalex.org/I52357470"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5004502095"],"corresponding_institution_ids":["https://openalex.org/I135237710"],"apc_list":null,"apc_paid":null,"fwci":3.8472,"has_fulltext":false,"cited_by_count":62,"citation_normalized_percentile":{"value":0.9344167,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":90,"max":99},"biblio":{"volume":"43","issue":"4","first_page":"801","last_page":"813"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12761","display_name":"Data Stream Mining Techniques","score":0.9997000098228455,"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":0.9997000098228455,"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":0.9979000091552734,"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/T11326","display_name":"Stock Market Forecasting Methods","score":0.9936000108718872,"subfield":{"id":"https://openalex.org/subfields/1803","display_name":"Management Science and Operations Research"},"field":{"id":"https://openalex.org/fields/18","display_name":"Decision Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/support-vector-machine","display_name":"Support vector machine","score":0.8853880167007446},{"id":"https://openalex.org/keywords/concept-drift","display_name":"Concept drift","score":0.816448450088501},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6256927251815796},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.5498828291893005},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.5057547092437744},{"id":"https://openalex.org/keywords/classifier","display_name":"Classifier (UML)","score":0.4621591866016388},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.43524831533432007},{"id":"https://openalex.org/keywords/process","display_name":"Process (computing)","score":0.4216616153717041},{"id":"https://openalex.org/keywords/data-stream-mining","display_name":"Data stream mining","score":0.15528663992881775}],"concepts":[{"id":"https://openalex.org/C12267149","wikidata":"https://www.wikidata.org/wiki/Q282453","display_name":"Support vector machine","level":2,"score":0.8853880167007446},{"id":"https://openalex.org/C60777511","wikidata":"https://www.wikidata.org/wiki/Q3045002","display_name":"Concept drift","level":3,"score":0.816448450088501},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6256927251815796},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.5498828291893005},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.5057547092437744},{"id":"https://openalex.org/C95623464","wikidata":"https://www.wikidata.org/wiki/Q1096149","display_name":"Classifier (UML)","level":2,"score":0.4621591866016388},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.43524831533432007},{"id":"https://openalex.org/C98045186","wikidata":"https://www.wikidata.org/wiki/Q205663","display_name":"Process (computing)","level":2,"score":0.4216616153717041},{"id":"https://openalex.org/C89198739","wikidata":"https://www.wikidata.org/wiki/Q3079880","display_name":"Data stream mining","level":2,"score":0.15528663992881775},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/tsmca.2012.2224338","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tsmca.2012.2224338","pdf_url":null,"source":{"id":"https://openalex.org/S4210209078","display_name":"IEEE Transactions on Systems Man and Cybernetics Systems","issn_l":"2168-2216","issn":["2168-2216","2168-2232"],"is_oa":false,"is_in_doaj":false,"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 Transactions on Systems, Man, and Cybernetics: Systems","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":90,"referenced_works":["https://openalex.org/W79354004","https://openalex.org/W1499842900","https://openalex.org/W1505943987","https://openalex.org/W1509255462","https://openalex.org/W1514310979","https://openalex.org/W1544613517","https://openalex.org/W1599003247","https://openalex.org/W1652626790","https://openalex.org/W1729157025","https://openalex.org/W1907380269","https://openalex.org/W1923225483","https://openalex.org/W1950021353","https://openalex.org/W1956944420","https://openalex.org/W1961941095","https://openalex.org/W1967186050","https://openalex.org/W1972290341","https://openalex.org/W1975877936","https://openalex.org/W1977117871","https://openalex.org/W1980975236","https://openalex.org/W1986793086","https://openalex.org/W1987054329","https://openalex.org/W1988695315","https://openalex.org/W1989603884","https://openalex.org/W1992255375","https://openalex.org/W1996801166","https://openalex.org/W1996860168","https://openalex.org/W2004260750","https://openalex.org/W2008380022","https://openalex.org/W2009308375","https://openalex.org/W2011108441","https://openalex.org/W2020848494","https://openalex.org/W2022775778","https://openalex.org/W2028667732","https://openalex.org/W2029864452","https://openalex.org/W2030950474","https://openalex.org/W2032784723","https://openalex.org/W2045207967","https://openalex.org/W2048801439","https://openalex.org/W2050052294","https://openalex.org/W2056773520","https://openalex.org/W2065588938","https://openalex.org/W2067755824","https://openalex.org/W2078161768","https://openalex.org/W2079402140","https://openalex.org/W2082845493","https://openalex.org/W2083612784","https://openalex.org/W2084856539","https://openalex.org/W2092178231","https://openalex.org/W2092508941","https://openalex.org/W2092747527","https://openalex.org/W2092933988","https://openalex.org/W2094502467","https://openalex.org/W2097752063","https://openalex.org/W2107837291","https://openalex.org/W2108332272","https://openalex.org/W2108591703","https://openalex.org/W2111021342","https://openalex.org/W2112076978","https://openalex.org/W2115682519","https://openalex.org/W2115694019","https://openalex.org/W2115937354","https://openalex.org/W2116825089","https://openalex.org/W2121069620","https://openalex.org/W2122107285","https://openalex.org/W2122684851","https://openalex.org/W2124532504","https://openalex.org/W2125205396","https://openalex.org/W2129335041","https://openalex.org/W2133088989","https://openalex.org/W2133174524","https://openalex.org/W2133772980","https://openalex.org/W2149882723","https://openalex.org/W2156247354","https://openalex.org/W2166708885","https://openalex.org/W2168050970","https://openalex.org/W2912934387","https://openalex.org/W3009948084","https://openalex.org/W4212883601","https://openalex.org/W4229940379","https://openalex.org/W4230474071","https://openalex.org/W4232275715","https://openalex.org/W4254721730","https://openalex.org/W4255466416","https://openalex.org/W4300085134","https://openalex.org/W6603234839","https://openalex.org/W6635757637","https://openalex.org/W6637601804","https://openalex.org/W6639866694","https://openalex.org/W6648409527","https://openalex.org/W6676769703"],"related_works":["https://openalex.org/W2990081132","https://openalex.org/W4296984035","https://openalex.org/W3127121676","https://openalex.org/W2068319486","https://openalex.org/W4389000576","https://openalex.org/W3160499573","https://openalex.org/W2810128799","https://openalex.org/W2434851943","https://openalex.org/W2619158163","https://openalex.org/W2167825284"],"abstract_inverted_index":{"This":[0],"paper":[1],"proposes":[2],"a":[3],"novel":[4],"method":[5],"of":[6,20,30,39,45,60,77,119],"corporate":[7,46],"financial":[8,47,61],"risk":[9],"prediction":[10],"(FRP)":[11],"modeling":[12,170],"called":[13],"the":[14,28,37,42,51,57,75,83,92,107,120,131,137,165],"adaptive":[15],"and":[16,63,80,153,181],"dynamic":[17,169],"ensemble":[18,85],"(ADE)":[19],"support":[21],"vector":[22],"machine":[23],"(SVM)":[24],"(ADE-SVM),":[25],"which":[26],"integrates":[27],"inflow":[29],"new":[31,113],"data":[32,52,109,133,146,150,155],"batches":[33],"for":[34,151,156,173],"FRP":[35,175],"with":[36,148,177],"process":[38],"time.":[40,73],"Namely,":[41],"characteristic":[43],"change":[44],"distress":[48],"hidden":[49],"in":[50,72],"flow":[53],"is":[54,65,86],"considered":[55],"as":[56],"concept":[58,184],"drift":[59],"distress,":[62],"it":[64],"handled":[66],"by":[67,89,105,126],"ADE-SVM":[68,162],"that":[69,161],"keeps":[70],"updating":[71],"Using":[74],"criteria":[76],"predictive":[78],"ability":[79],"classifier":[81],"diversity,":[82],"SVM":[84],"dynamically":[87,124],"constructed":[88],"adaptively":[90],"selecting":[91],"current":[93,114,149],"base":[94,121],"SVMs":[95,101,122],"from":[96],"candidate":[97,100],"ones.":[98],"The":[99,117,158],"are":[102,123],"incrementally":[103],"updated":[104],"considering":[106],"newest":[108],"batch":[110,134],"at":[111],"each":[112],"time":[115],"point.":[116],"results":[118,159],"weighted":[125],"their":[127],"validation":[128],"accuracies":[129],"on":[130,144],"latest":[132],"to":[135],"generate":[136],"final":[138],"prediction.":[139],"Experiments":[140],"were":[141],"carried":[142],"out":[143],"real-world":[145],"sets":[147],"training":[152],"future":[154],"testing.":[157],"show":[160],"overall":[163],"outperforms":[164],"other":[166],"three":[167],"traditional":[168],"methods,":[171],"particularly":[172],"harder":[174],"task":[176],"more":[178,182],"insufficient":[179],"information":[180],"obvious":[183],"drift.":[185]},"counts_by_year":[{"year":2025,"cited_by_count":6},{"year":2024,"cited_by_count":5},{"year":2023,"cited_by_count":9},{"year":2022,"cited_by_count":5},{"year":2021,"cited_by_count":4},{"year":2020,"cited_by_count":7},{"year":2019,"cited_by_count":5},{"year":2018,"cited_by_count":6},{"year":2017,"cited_by_count":7},{"year":2016,"cited_by_count":4},{"year":2015,"cited_by_count":1},{"year":2013,"cited_by_count":3}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
