{"id":"https://openalex.org/W2048822625","doi":"https://doi.org/10.1109/smc.2014.6974265","title":"SVM optimization algorithm based on dynamic clustering and ensemble learning for large scale dataset","display_name":"SVM optimization algorithm based on dynamic clustering and ensemble learning for large scale dataset","publication_year":2014,"publication_date":"2014-10-01","ids":{"openalex":"https://openalex.org/W2048822625","doi":"https://doi.org/10.1109/smc.2014.6974265","mag":"2048822625"},"language":"en","primary_location":{"id":"doi:10.1109/smc.2014.6974265","is_oa":false,"landing_page_url":"https://doi.org/10.1109/smc.2014.6974265","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2014 IEEE International Conference on Systems, Man, and Cybernetics (SMC)","raw_type":"proceedings-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/A5108458805","display_name":"Shiyu Shu","orcid":null},"institutions":[{"id":"https://openalex.org/I181326427","display_name":"Donghua University","ror":"https://ror.org/035psfh38","country_code":"CN","type":"education","lineage":["https://openalex.org/I181326427"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Shiyu Shu","raw_affiliation_strings":["College of Information Sciences and Technology Donghua University Shanghai, P. R. China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"College of Information Sciences and Technology Donghua University Shanghai, P. R. China","institution_ids":["https://openalex.org/I181326427"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5110025361","display_name":"Lihong Ren","orcid":null},"institutions":[{"id":"https://openalex.org/I181326427","display_name":"Donghua University","ror":"https://ror.org/035psfh38","country_code":"CN","type":"education","lineage":["https://openalex.org/I181326427"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Lihong Ren","raw_affiliation_strings":["College of Information Sciences and Technology Donghua University Shanghai, P. R. China","Engineering Research Center of Digitized Textile & Fashion Technology Ministry of Education Shanghai, P. R. China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"College of Information Sciences and Technology Donghua University Shanghai, P. R. China","institution_ids":["https://openalex.org/I181326427"]},{"raw_affiliation_string":"Engineering Research Center of Digitized Textile & Fashion Technology Ministry of Education Shanghai, P. R. China","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100688228","display_name":"Yongsheng Ding","orcid":"https://orcid.org/0000-0001-5631-3581"},"institutions":[{"id":"https://openalex.org/I181326427","display_name":"Donghua University","ror":"https://ror.org/035psfh38","country_code":"CN","type":"education","lineage":["https://openalex.org/I181326427"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yongsheng Ding","raw_affiliation_strings":["College of Information Sciences and Technology Donghua University Shanghai, P. R. China","Engineering Research Center of Digitized Textile & Fashion Technology Ministry of Education Shanghai, P. R. China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"College of Information Sciences and Technology Donghua University Shanghai, P. R. China","institution_ids":["https://openalex.org/I181326427"]},{"raw_affiliation_string":"Engineering Research Center of Digitized Textile & Fashion Technology Ministry of Education Shanghai, P. R. China","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5001762132","display_name":"Kuangrong Hao","orcid":"https://orcid.org/0000-0001-9672-6161"},"institutions":[{"id":"https://openalex.org/I181326427","display_name":"Donghua University","ror":"https://ror.org/035psfh38","country_code":"CN","type":"education","lineage":["https://openalex.org/I181326427"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Kuangrong Hao","raw_affiliation_strings":["College of Information Sciences and Technology Donghua University Shanghai, P. R. China","Engineering Research Center of Digitized Textile & Fashion Technology Ministry of Education Shanghai, P. R. China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"College of Information Sciences and Technology Donghua University Shanghai, P. R. China","institution_ids":["https://openalex.org/I181326427"]},{"raw_affiliation_string":"Engineering Research Center of Digitized Textile & Fashion Technology Ministry of Education Shanghai, P. R. China","institution_ids":[]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5100623015","display_name":"Rui Jiang","orcid":"https://orcid.org/0000-0002-7533-3753"},"institutions":[{"id":"https://openalex.org/I181326427","display_name":"Donghua University","ror":"https://ror.org/035psfh38","country_code":"CN","type":"education","lineage":["https://openalex.org/I181326427"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Rui Jiang","raw_affiliation_strings":["College of Information Sciences and Technology Donghua University Shanghai, P. R. China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"College of Information Sciences and Technology Donghua University Shanghai, P. R. China","institution_ids":["https://openalex.org/I181326427"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I181326427"],"apc_list":null,"apc_paid":null,"fwci":0.4944,"has_fulltext":false,"cited_by_count":2,"citation_normalized_percentile":{"value":0.69844291,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":94},"biblio":{"volume":"2","issue":null,"first_page":"2278","last_page":"2283"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10057","display_name":"Face and Expression Recognition","score":0.9947999715805054,"subfield":{"id":"https://openalex.org/subfields/1707","display_name":"Computer Vision and Pattern Recognition"},"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/T10057","display_name":"Face and Expression Recognition","score":0.9947999715805054,"subfield":{"id":"https://openalex.org/subfields/1707","display_name":"Computer Vision and Pattern Recognition"},"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/T13717","display_name":"Advanced Algorithms and Applications","score":0.991100013256073,"subfield":{"id":"https://openalex.org/subfields/2207","display_name":"Control and Systems Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T10320","display_name":"Neural Networks and Applications","score":0.9689000248908997,"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/support-vector-machine","display_name":"Support vector machine","score":0.7744573354721069},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7281234860420227},{"id":"https://openalex.org/keywords/cluster-analysis","display_name":"Cluster analysis","score":0.7127393484115601},{"id":"https://openalex.org/keywords/economic-shortage","display_name":"Economic shortage","score":0.5457469820976257},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.538651704788208},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.47951510548591614},{"id":"https://openalex.org/keywords/set","display_name":"Set (abstract data type)","score":0.47947630286216736},{"id":"https://openalex.org/keywords/construct","display_name":"Construct (python library)","score":0.4677809476852417},{"id":"https://openalex.org/keywords/scale","display_name":"Scale (ratio)","score":0.46726980805397034},{"id":"https://openalex.org/keywords/ensemble-learning","display_name":"Ensemble learning","score":0.4501658082008362},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.43848392367362976},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.3760467767715454},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.3447904586791992}],"concepts":[{"id":"https://openalex.org/C12267149","wikidata":"https://www.wikidata.org/wiki/Q282453","display_name":"Support vector machine","level":2,"score":0.7744573354721069},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7281234860420227},{"id":"https://openalex.org/C73555534","wikidata":"https://www.wikidata.org/wiki/Q622825","display_name":"Cluster analysis","level":2,"score":0.7127393484115601},{"id":"https://openalex.org/C194051981","wikidata":"https://www.wikidata.org/wiki/Q1337691","display_name":"Economic shortage","level":3,"score":0.5457469820976257},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.538651704788208},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.47951510548591614},{"id":"https://openalex.org/C177264268","wikidata":"https://www.wikidata.org/wiki/Q1514741","display_name":"Set (abstract data type)","level":2,"score":0.47947630286216736},{"id":"https://openalex.org/C2780801425","wikidata":"https://www.wikidata.org/wiki/Q5164392","display_name":"Construct (python library)","level":2,"score":0.4677809476852417},{"id":"https://openalex.org/C2778755073","wikidata":"https://www.wikidata.org/wiki/Q10858537","display_name":"Scale (ratio)","level":2,"score":0.46726980805397034},{"id":"https://openalex.org/C45942800","wikidata":"https://www.wikidata.org/wiki/Q245652","display_name":"Ensemble learning","level":2,"score":0.4501658082008362},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.43848392367362976},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.3760467767715454},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.3447904586791992},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.0},{"id":"https://openalex.org/C41895202","wikidata":"https://www.wikidata.org/wiki/Q8162","display_name":"Linguistics","level":1,"score":0.0},{"id":"https://openalex.org/C2778137410","wikidata":"https://www.wikidata.org/wiki/Q2732820","display_name":"Government (linguistics)","level":2,"score":0.0},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.0},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0},{"id":"https://openalex.org/C62520636","wikidata":"https://www.wikidata.org/wiki/Q944","display_name":"Quantum mechanics","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/smc.2014.6974265","is_oa":false,"landing_page_url":"https://doi.org/10.1109/smc.2014.6974265","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2014 IEEE International Conference on Systems, Man, and Cybernetics (SMC)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":17,"referenced_works":["https://openalex.org/W1485562657","https://openalex.org/W2030381147","https://openalex.org/W2051568244","https://openalex.org/W2076109999","https://openalex.org/W2084136177","https://openalex.org/W2099973165","https://openalex.org/W2125815861","https://openalex.org/W2135850590","https://openalex.org/W2137339381","https://openalex.org/W2139057578","https://openalex.org/W2161549499","https://openalex.org/W2172122122","https://openalex.org/W2321327499","https://openalex.org/W6629182549","https://openalex.org/W6669257435","https://openalex.org/W6680562075","https://openalex.org/W6685053342"],"related_works":["https://openalex.org/W2366107444","https://openalex.org/W4388145910","https://openalex.org/W1976205134","https://openalex.org/W2381570729","https://openalex.org/W4248336175","https://openalex.org/W3009369890","https://openalex.org/W2031260042","https://openalex.org/W2391445434","https://openalex.org/W4312490297","https://openalex.org/W2062212388"],"abstract_inverted_index":{"This":[0],"paper":[1],"studies":[2],"on":[3,47,68],"the":[4,15,19,85,96,106],"predicted":[5],"regression":[6],"model":[7],"of":[8,21,63,80,87],"support":[9],"vector":[10],"machines":[11],"(SVM).":[12],"Aiming":[13],"at":[14],"shortage":[16],"that":[17,95],"with":[18],"amount":[20],"samples":[22],"grows,":[23],"training":[24,65,101],"time":[25],"increases":[26],"rapidly":[27],"as":[28],"well,":[29],"we":[30,54,72,77],"propose":[31],"an":[32],"optimization":[33,43,97],"algorithm":[34,44,98],"to":[35,59,110],"optimize":[36],"it":[37],"for":[38],"large":[39],"scale":[40],"dataset.":[41],"The":[42],"is":[45],"based":[46,67],"ensemble":[48],"learning":[49],"and":[50,104],"dynamic":[51,56],"clustering.":[52],"Firstly,":[53],"use":[55],"cluster":[57],"method":[58],"generate":[60],"different":[61],"types":[62],"sub":[64],"set":[66],"fuzzy":[69],"granular.":[70],"Then":[71],"construct":[73],"SVM":[74],"sub-learners.":[75],"Afterwards":[76],"synthesize":[78],"outputs":[79],"each":[81],"sub-learner":[82],"by":[83],"using":[84],"strategy":[86],"mean":[88],"squared":[89],"error.":[90],"Simulation":[91],"experimental":[92],"results":[93],"demonstrate":[94],"can":[99],"increase":[100],"speed":[102],"obviously,":[103],"keep":[105],"original":[107],"accuracy":[108],"compared":[109],"traditional":[111],"SVM.":[112]},"counts_by_year":[{"year":2017,"cited_by_count":1},{"year":2016,"cited_by_count":1}],"updated_date":"2026-06-26T08:34:08.712188","created_date":"2025-10-10T00:00:00"}