{"id":"https://openalex.org/W4397003973","doi":"https://doi.org/10.1142/s0219691324500279","title":"Generalization bounds of incremental SVM","display_name":"Generalization bounds of incremental SVM","publication_year":2024,"publication_date":"2024-05-17","ids":{"openalex":"https://openalex.org/W4397003973","doi":"https://doi.org/10.1142/s0219691324500279"},"language":"en","primary_location":{"id":"doi:10.1142/s0219691324500279","is_oa":false,"landing_page_url":"https://doi.org/10.1142/s0219691324500279","pdf_url":null,"source":{"id":"https://openalex.org/S56986848","display_name":"International Journal of Wavelets Multiresolution and Information Processing","issn_l":"0219-6913","issn":["0219-6913","1793-690X"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319815","host_organization_name":"World Scientific","host_organization_lineage":["https://openalex.org/P4310319815"],"host_organization_lineage_names":["World Scientific"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International Journal of Wavelets, Multiresolution and Information Processing","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/A5038898406","display_name":"Jingjing Zeng","orcid":"https://orcid.org/0009-0008-9212-2641"},"institutions":[{"id":"https://openalex.org/I75900474","display_name":"Hubei University","ror":"https://ror.org/03a60m280","country_code":"CN","type":"education","lineage":["https://openalex.org/I75900474"]},{"id":"https://openalex.org/I91125648","display_name":"Wuhan Institute of Technology","ror":"https://ror.org/04jcykh16","country_code":"CN","type":"education","lineage":["https://openalex.org/I91125648"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Jingjing Zeng","raw_affiliation_strings":["Hubei Key Laboratory of Applied Mathematics, Hubei University, Wuhan 430062, P. R. China","School of Mathematics and Physics, Wuhan Institute of Technology, Wuhan 430205, P. R. China"],"raw_orcid":"https://orcid.org/0009-0008-9212-2641","affiliations":[{"raw_affiliation_string":"Hubei Key Laboratory of Applied Mathematics, Hubei University, Wuhan 430062, P. R. China","institution_ids":["https://openalex.org/I75900474"]},{"raw_affiliation_string":"School of Mathematics and Physics, Wuhan Institute of Technology, Wuhan 430205, P. R. China","institution_ids":["https://openalex.org/I91125648"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5078058840","display_name":"Bin Zou","orcid":"https://orcid.org/0000-0002-8649-1538"},"institutions":[{"id":"https://openalex.org/I75900474","display_name":"Hubei University","ror":"https://ror.org/03a60m280","country_code":"CN","type":"education","lineage":["https://openalex.org/I75900474"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Bin Zou","raw_affiliation_strings":["Faculty of Mathematics and Statistics, Hubei University, Wuhan 430062, P. R. China"],"raw_orcid":"https://orcid.org/0000-0002-8649-1538","affiliations":[{"raw_affiliation_string":"Faculty of Mathematics and Statistics, Hubei University, Wuhan 430062, P. R. China","institution_ids":["https://openalex.org/I75900474"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5074081042","display_name":"Yimo Qin","orcid":"https://orcid.org/0000-0002-3382-3877"},"institutions":[{"id":"https://openalex.org/I139660479","display_name":"Central South University","ror":"https://ror.org/00f1zfq44","country_code":"CN","type":"education","lineage":["https://openalex.org/I139660479"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yimo Qin","raw_affiliation_strings":["School of Mathematics and Statistics, Central South University, Changsha 410083, P. R. China"],"raw_orcid":"https://orcid.org/0000-0002-3382-3877","affiliations":[{"raw_affiliation_string":"School of Mathematics and Statistics, Central South University, Changsha 410083, P. R. China","institution_ids":["https://openalex.org/I139660479"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5100759651","display_name":"Jie Xu","orcid":"https://orcid.org/0000-0001-8238-9344"},"institutions":[{"id":"https://openalex.org/I4210164862","display_name":"Artificial Intelligence in Medicine (Canada)","ror":"https://ror.org/05p590m36","country_code":"CA","type":"company","lineage":["https://openalex.org/I4210164862"]},{"id":"https://openalex.org/I75900474","display_name":"Hubei University","ror":"https://ror.org/03a60m280","country_code":"CN","type":"education","lineage":["https://openalex.org/I75900474"]}],"countries":["CA","CN"],"is_corresponding":false,"raw_author_name":"Jie Xu","raw_affiliation_strings":["Engineering Research Center of Hubei, Province in Intelligent Government Affairs, and Application of Artificial Intelligence, Wuhan 430062, P. R. China","Faculty of Computer Science and Information Engineering, Hubei University, Wuhan 430062, P. R. China","Hubei Key Laboratory of Big Data Intelligent, Analysis and Application, Hubei University, Wuhan 430062, P. R. China","Engineering Research Center of Hubei, Province in Intelligent Government Affairs and Application of Artificial Intelligence, Wuhan 430062, P. R. China"],"raw_orcid":"https://orcid.org/0000-0001-8238-9344","affiliations":[{"raw_affiliation_string":"Engineering Research Center of Hubei, Province in Intelligent Government Affairs, and Application of Artificial Intelligence, Wuhan 430062, P. R. China","institution_ids":["https://openalex.org/I4210164862"]},{"raw_affiliation_string":"Faculty of Computer Science and Information Engineering, Hubei University, Wuhan 430062, P. R. China","institution_ids":["https://openalex.org/I75900474"]},{"raw_affiliation_string":"Hubei Key Laboratory of Big Data Intelligent, Analysis and Application, Hubei University, Wuhan 430062, P. R. China","institution_ids":["https://openalex.org/I75900474"]},{"raw_affiliation_string":"Engineering Research Center of Hubei, Province in Intelligent Government Affairs and Application of Artificial Intelligence, Wuhan 430062, P. R. China","institution_ids":[]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5038898406"],"corresponding_institution_ids":["https://openalex.org/I75900474","https://openalex.org/I91125648"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.0851639,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"22","issue":"06","first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11063","display_name":"Rough Sets and Fuzzy Logic","score":0.8762999773025513,"subfield":{"id":"https://openalex.org/subfields/1703","display_name":"Computational Theory and Mathematics"},"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/T11063","display_name":"Rough Sets and Fuzzy Logic","score":0.8762999773025513,"subfield":{"id":"https://openalex.org/subfields/1703","display_name":"Computational Theory and Mathematics"},"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/T11550","display_name":"Text and Document Classification Technologies","score":0.789900004863739,"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/T10181","display_name":"Natural Language Processing Techniques","score":0.7175999879837036,"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/generalization","display_name":"Generalization","score":0.7888689041137695},{"id":"https://openalex.org/keywords/support-vector-machine","display_name":"Support vector machine","score":0.6402937173843384},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.47638481855392456},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.43688762187957764},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.3523528277873993},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.34572309255599976},{"id":"https://openalex.org/keywords/mathematical-analysis","display_name":"Mathematical analysis","score":0.05604657530784607}],"concepts":[{"id":"https://openalex.org/C177148314","wikidata":"https://www.wikidata.org/wiki/Q170084","display_name":"Generalization","level":2,"score":0.7888689041137695},{"id":"https://openalex.org/C12267149","wikidata":"https://www.wikidata.org/wiki/Q282453","display_name":"Support vector machine","level":2,"score":0.6402937173843384},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.47638481855392456},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.43688762187957764},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.3523528277873993},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.34572309255599976},{"id":"https://openalex.org/C134306372","wikidata":"https://www.wikidata.org/wiki/Q7754","display_name":"Mathematical analysis","level":1,"score":0.05604657530784607}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1142/s0219691324500279","is_oa":false,"landing_page_url":"https://doi.org/10.1142/s0219691324500279","pdf_url":null,"source":{"id":"https://openalex.org/S56986848","display_name":"International Journal of Wavelets Multiresolution and Information Processing","issn_l":"0219-6913","issn":["0219-6913","1793-690X"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319815","host_organization_name":"World Scientific","host_organization_lineage":["https://openalex.org/P4310319815"],"host_organization_lineage_names":["World Scientific"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International Journal of Wavelets, Multiresolution and Information Processing","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G7965615469","display_name":null,"funder_award_id":"22QD58","funder_id":"https://openalex.org/F4320325438","funder_display_name":"Wuhan Institute of Technology"}],"funders":[{"id":"https://openalex.org/F4320325438","display_name":"Wuhan Institute of Technology","ror":"https://ror.org/04jcykh16"}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":28,"referenced_works":["https://openalex.org/W1596717185","https://openalex.org/W1963546116","https://openalex.org/W1982032418","https://openalex.org/W1982453328","https://openalex.org/W1986280275","https://openalex.org/W1996700041","https://openalex.org/W2017332415","https://openalex.org/W2023163512","https://openalex.org/W2029134630","https://openalex.org/W2033855314","https://openalex.org/W2035720976","https://openalex.org/W2046464909","https://openalex.org/W2047278710","https://openalex.org/W2058402854","https://openalex.org/W2070771761","https://openalex.org/W2073522055","https://openalex.org/W2084028092","https://openalex.org/W2106462908","https://openalex.org/W2109445534","https://openalex.org/W2110652811","https://openalex.org/W2124101897","https://openalex.org/W2132641846","https://openalex.org/W2142563104","https://openalex.org/W2147303334","https://openalex.org/W2273260097","https://openalex.org/W2479575276","https://openalex.org/W2790277807","https://openalex.org/W4220854018"],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W1979597421","https://openalex.org/W2007980826","https://openalex.org/W2061531152","https://openalex.org/W3002753104","https://openalex.org/W2077600819","https://openalex.org/W2142036596","https://openalex.org/W2072657027","https://openalex.org/W2033914206","https://openalex.org/W2042327336"],"abstract_inverted_index":{"Incremental":[0],"learning":[1,9,24,53,79,94],"is":[2],"one":[3],"of":[4,8,22,26,30,56,76,90,120],"the":[5,11,16,34,87,117],"effective":[6],"methods":[7],"from":[10],"accumulated":[12],"training":[13,35],"samples":[14,65,97],"and":[15,38,41,62,105],"large-scale":[17],"dataset.":[18],"The":[19],"main":[20],"advantages":[21],"incremental":[23,48,77,92],"consist":[25],"making":[27],"full":[28],"use":[29],"historical":[31],"information,":[32],"reducing":[33],"scale":[36],"greatly":[37],"saving":[39],"space":[40],"time":[42],"consumption.":[43],"Despite":[44],"extensive":[45],"research":[46],"on":[47,60,100],"support":[49],"vector":[50],"machine":[51],"(SVM)":[52],"algorithms,":[54],"most":[55],"them":[57],"are":[58,98],"based":[59,99],"independent":[61],"identically":[63],"distributed":[64],"(i.i.d.).":[66],"Not":[67],"only":[68],"that,":[69],"there":[70],"has":[71],"been":[72],"no":[73],"theoretical":[74],"analysis":[75],"SVM":[78,93],"algorithms.":[80],"In":[81],"this":[82,91],"paper,":[83],"we":[84,114],"mainly":[85],"study":[86],"generalization":[88,118],"bounds":[89,119],"algorithm":[95],"whose":[96],"uniformly":[101],"geometric":[102],"Markov":[103],"chains,":[104],"exponentially":[106],"strongly":[107],"mixing":[108],"sequence.":[109],"As":[110],"a":[111],"special":[112],"case,":[113],"also":[115],"obtain":[116],"i.i.d.":[121],"samples.":[122]},"counts_by_year":[],"updated_date":"2025-12-21T23:12:01.093139","created_date":"2025-10-10T00:00:00"}