{"id":"https://openalex.org/W2327091466","doi":"https://doi.org/10.1155/2016/5197932","title":"Online Sequential Projection Vector Machine with Adaptive Data Mean Update","display_name":"Online Sequential Projection Vector Machine with Adaptive Data Mean Update","publication_year":2016,"publication_date":"2016-01-01","ids":{"openalex":"https://openalex.org/W2327091466","doi":"https://doi.org/10.1155/2016/5197932","mag":"2327091466","pmid":"https://pubmed.ncbi.nlm.nih.gov/27143958"},"language":"en","primary_location":{"id":"doi:10.1155/2016/5197932","is_oa":true,"landing_page_url":"https://doi.org/10.1155/2016/5197932","pdf_url":"https://downloads.hindawi.com/journals/cin/2016/5197932.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"],"host_organization_lineage_names":["Hindawi Publishing Corporation"],"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/2016/5197932.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5100443716","display_name":"Lin Chen","orcid":"https://orcid.org/0000-0002-1901-3077"},"institutions":[{"id":"https://openalex.org/I4210136859","display_name":"Xi\u2019an University of Posts and Telecommunications","ror":"https://ror.org/04jn0td46","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210136859"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Lin Chen","raw_affiliation_strings":["School of Computer, Xi\u2019an University of Posts & Telecommunications, Xi\u2019an 710121, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Computer, Xi\u2019an University of Posts & Telecommunications, Xi\u2019an 710121, China","institution_ids":["https://openalex.org/I4210136859"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5029613188","display_name":"Jia Ji-ting","orcid":null},"institutions":[{"id":"https://openalex.org/I4210136859","display_name":"Xi\u2019an University of Posts and Telecommunications","ror":"https://ror.org/04jn0td46","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210136859"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Ji-Ting Jia","raw_affiliation_strings":["School of Computer, Xi\u2019an University of Posts & Telecommunications, Xi\u2019an 710121, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Computer, Xi\u2019an University of Posts & Telecommunications, Xi\u2019an 710121, China","institution_ids":["https://openalex.org/I4210136859"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100407295","display_name":"Qiong Zhang","orcid":"https://orcid.org/0000-0002-9450-8205"},"institutions":[{"id":"https://openalex.org/I4210136859","display_name":"Xi\u2019an University of Posts and Telecommunications","ror":"https://ror.org/04jn0td46","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210136859"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Qiong Zhang","raw_affiliation_strings":["School of Computer, Xi\u2019an University of Posts & Telecommunications, Xi\u2019an 710121, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Computer, Xi\u2019an University of Posts & Telecommunications, Xi\u2019an 710121, China","institution_ids":["https://openalex.org/I4210136859"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5037211132","display_name":"Wanyu Deng","orcid":null},"institutions":[{"id":"https://openalex.org/I4210136859","display_name":"Xi\u2019an University of Posts and Telecommunications","ror":"https://ror.org/04jn0td46","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210136859"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Wan-Yu Deng","raw_affiliation_strings":["School of Computer, Xi\u2019an University of Posts & Telecommunications, Xi\u2019an 710121, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Computer, Xi\u2019an University of Posts & Telecommunications, Xi\u2019an 710121, China","institution_ids":["https://openalex.org/I4210136859"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5100323752","display_name":"Wei Wei","orcid":"https://orcid.org/0000-0002-7566-2995"},"institutions":[{"id":"https://openalex.org/I4210131919","display_name":"Xi'an University of Technology","ror":"https://ror.org/038avdt50","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210131919"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Wei Wei","raw_affiliation_strings":["School of Computer Science and Engineering, Xian University of Technology, Xi\u2019an 710048, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Computer Science and Engineering, Xian University of Technology, Xi\u2019an 710048, China","institution_ids":["https://openalex.org/I4210131919"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5100323752"],"corresponding_institution_ids":["https://openalex.org/I4210131919"],"apc_list":{"value":2100,"currency":"USD","value_usd":2100},"apc_paid":{"value":2100,"currency":"USD","value_usd":2100},"fwci":0.0,"has_fulltext":true,"cited_by_count":1,"citation_normalized_percentile":{"value":0.01348268,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":94},"biblio":{"volume":"2016","issue":null,"first_page":"1","last_page":"13"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12676","display_name":"Machine Learning and ELM","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/T12676","display_name":"Machine Learning and ELM","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/T10057","display_name":"Face and Expression Recognition","score":0.9987000226974487,"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/T10320","display_name":"Neural Networks and Applications","score":0.9940000176429749,"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":0.695465087890625},{"id":"https://openalex.org/keywords/support-vector-machine","display_name":"Support vector machine","score":0.5904362797737122},{"id":"https://openalex.org/keywords/projection","display_name":"Projection (relational algebra)","score":0.555737316608429},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5379093289375305},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.41322463750839233},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.3995583653450012},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.39136940240859985},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.27049171924591064}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.695465087890625},{"id":"https://openalex.org/C12267149","wikidata":"https://www.wikidata.org/wiki/Q282453","display_name":"Support vector machine","level":2,"score":0.5904362797737122},{"id":"https://openalex.org/C57493831","wikidata":"https://www.wikidata.org/wiki/Q3134666","display_name":"Projection (relational algebra)","level":2,"score":0.555737316608429},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5379093289375305},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.41322463750839233},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.3995583653450012},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.39136940240859985},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.27049171924591064}],"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":"D000465","descriptor_name":"Algorithms","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D060388","descriptor_name":"Support Vector Machine","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D060388","descriptor_name":"Support Vector Machine","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D060388","descriptor_name":"Support Vector Machine","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D060388","descriptor_name":"Support Vector Machine","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true}],"locations_count":4,"locations":[{"id":"doi:10.1155/2016/5197932","is_oa":true,"landing_page_url":"https://doi.org/10.1155/2016/5197932","pdf_url":"https://downloads.hindawi.com/journals/cin/2016/5197932.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"],"host_organization_lineage_names":["Hindawi Publishing Corporation"],"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:27143958","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/27143958","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":null},{"id":"pmh:oai:doaj.org/article:6bf5cf9ea7c74f5fa5d3a7dae12eed33","is_oa":true,"landing_page_url":"https://doaj.org/article/6bf5cf9ea7c74f5fa5d3a7dae12eed33","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":"cc-by-sa","license_id":"https://openalex.org/licenses/cc-by-sa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Computational Intelligence and Neuroscience, Vol 2016 (2016)","raw_type":"article"},{"id":"pmh:oai:pubmedcentral.nih.gov:4838813","is_oa":true,"landing_page_url":"https://www.ncbi.nlm.nih.gov/pmc/articles/4838813","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"}],"best_oa_location":{"id":"doi:10.1155/2016/5197932","is_oa":true,"landing_page_url":"https://doi.org/10.1155/2016/5197932","pdf_url":"https://downloads.hindawi.com/journals/cin/2016/5197932.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"],"host_organization_lineage_names":["Hindawi Publishing Corporation"],"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/G2361689854","display_name":null,"funder_award_id":"2013KJXX-29","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G2801710116","display_name":null,"funder_award_id":"61572399","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"}],"funders":[{"id":"https://openalex.org/F4320306076","display_name":"National Science Foundation","ror":"https://ror.org/021nxhr62"},{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"}],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W2327091466.pdf","grobid_xml":"https://content.openalex.org/works/W2327091466.grobid-xml"},"referenced_works_count":32,"referenced_works":["https://openalex.org/W146164349","https://openalex.org/W201541604","https://openalex.org/W1498436455","https://openalex.org/W1522135680","https://openalex.org/W1965198822","https://openalex.org/W1970722248","https://openalex.org/W1984049995","https://openalex.org/W1990938413","https://openalex.org/W1999582833","https://openalex.org/W2026131661","https://openalex.org/W2044116092","https://openalex.org/W2047431064","https://openalex.org/W2056277442","https://openalex.org/W2095895508","https://openalex.org/W2110121428","https://openalex.org/W2111072639","https://openalex.org/W2114865067","https://openalex.org/W2116119284","https://openalex.org/W2124776405","https://openalex.org/W2125993116","https://openalex.org/W2128728535","https://openalex.org/W2130378394","https://openalex.org/W2131246644","https://openalex.org/W2133140216","https://openalex.org/W2140136381","https://openalex.org/W2142974190","https://openalex.org/W2143970252","https://openalex.org/W2145094598","https://openalex.org/W2145948906","https://openalex.org/W2151380595","https://openalex.org/W2158054309","https://openalex.org/W2950615391"],"related_works":["https://openalex.org/W2090763504","https://openalex.org/W148178222","https://openalex.org/W2104657898","https://openalex.org/W1948992892","https://openalex.org/W1886884218","https://openalex.org/W1910826599","https://openalex.org/W2012353789","https://openalex.org/W2530420969","https://openalex.org/W2051187167","https://openalex.org/W1980100242"],"abstract_inverted_index":{"We":[0],"propose":[1],"a":[2],"simple":[3],"online":[4,17,122,140],"learning":[5,143],"algorithm":[6,12],"especial":[7],"for":[8,62,103,117],"high-dimensional":[9,114],"data.":[10],"The":[11,159],"is":[13,155],"referred":[14],"to":[15,94],"as":[16],"sequential":[18,141],"projection":[19,26,60],"vector":[20,27],"machine":[21,28,133,144],"(OSPVM)":[22],"which":[23],"derives":[24],"from":[25,32],"and":[29,45,70,73,98,146,167],"can":[30,80],"learn":[31],"data":[33,41],"in":[34,105],"one-by-one":[35],"or":[36],"chunk-by-chunk":[37],"mode.":[38],"In":[39,52],"OSPVM,":[40],"centering,":[42],"dimension":[43,63],"reduction,":[44,64],"neural":[46],"network":[47],"training":[48],"are":[49],"integrated":[50],"seamlessly.":[51],"particular,":[53],"the":[54,59,66,75,88,163,170],"model":[55],"parameters":[56],"including":[57,124],"(1)":[58],"vectors":[61],"(2)":[65],"input":[67],"weights,":[68,72],"biases,":[69],"output":[71],"(3)":[74],"number":[76,89],"of":[77,90,169],"hidden":[78,91],"nodes":[79],"be":[81,95],"updated":[82],"simultaneously.":[83],"Moreover,":[84],"only":[85],"one":[86],"parameter,":[87],"nodes,":[92],"needs":[93],"determined":[96],"manually,":[97],"this":[99],"makes":[100],"it":[101],"easy":[102],"use":[104],"real":[106],"applications.":[107],"Performance":[108],"comparison":[109],"was":[110],"made":[111],"on":[112,153],"various":[113],"classification":[115],"problems":[116],"OSPVM":[118],"against":[119],"other":[120],"fast":[121],"algorithms":[123],"budgeted":[125],"stochastic":[126],"gradient":[127],"descent":[128],"(BSGD)":[129],"approach,":[130],"adaptive":[131],"multihyperplane":[132],"(AMM),":[134],"primal":[135],"estimated":[136],"subgradient":[137],"solver":[138],"(Pegasos),":[139],"extreme":[142],"(OSELM),":[145],"SVD":[147,154],"+":[148],"OSELM":[149],"(feature":[150],"selection":[151],"based":[152],"performed":[156],"before":[157],"OSELM).":[158],"results":[160],"obtained":[161],"demonstrated":[162],"superior":[164],"generalization":[165],"performance":[166],"efficiency":[168],"OSPVM.":[171]},"counts_by_year":[{"year":2021,"cited_by_count":1}],"updated_date":"2026-05-06T08:25:59.206177","created_date":"2025-10-10T00:00:00"}