{"id":"https://openalex.org/W2136773736","doi":"https://doi.org/10.1145/1871437.1871710","title":"Transfer incremental learning for pattern classification","display_name":"Transfer incremental learning for pattern classification","publication_year":2010,"publication_date":"2010-10-26","ids":{"openalex":"https://openalex.org/W2136773736","doi":"https://doi.org/10.1145/1871437.1871710","mag":"2136773736"},"language":"en","primary_location":{"id":"doi:10.1145/1871437.1871710","is_oa":false,"landing_page_url":"https://doi.org/10.1145/1871437.1871710","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 19th ACM international conference on Information and knowledge management","raw_type":"proceedings-article"},"type":"conference-paper","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/A5101867605","display_name":"Zhenfeng Zhu","orcid":"https://orcid.org/0000-0001-7315-3276"},"institutions":[{"id":"https://openalex.org/I38877650","display_name":"Zhengzhou University","ror":"https://ror.org/04ypx8c21","country_code":"CN","type":"education","lineage":["https://openalex.org/I38877650"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zhenfeng Zhu","raw_affiliation_strings":["Zhengzhou University, Zhengzhou, China","Zhengzhou University, Zhengzhou#N#, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Zhengzhou University, Zhengzhou, China","institution_ids":["https://openalex.org/I38877650"]},{"raw_affiliation_string":"Zhengzhou University, Zhengzhou#N#, China","institution_ids":["https://openalex.org/I38877650"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5084641325","display_name":"Xingquan Zhu","orcid":"https://orcid.org/0000-0003-4129-9611"},"institutions":[{"id":"https://openalex.org/I114017466","display_name":"University of Technology Sydney","ror":"https://ror.org/03f0f6041","country_code":"AU","type":"education","lineage":["https://openalex.org/I114017466"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Xingquan Zhu","raw_affiliation_strings":["University of Technology, Sydney, Sydney, Australia","University of Technology Sydney, Sydney (Australia)"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Technology, Sydney, Sydney, Australia","institution_ids":["https://openalex.org/I114017466"]},{"raw_affiliation_string":"University of Technology Sydney, Sydney (Australia)","institution_ids":["https://openalex.org/I114017466"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Yue-Fei Guo","orcid":null},"institutions":[{"id":"https://openalex.org/I24943067","display_name":"Fudan University","ror":"https://ror.org/013q1eq08","country_code":"CN","type":"education","lineage":["https://openalex.org/I24943067"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yue-Fei Guo","raw_affiliation_strings":["Fudan University, Shanghai, China","Fudan University Shanghai, China#TAB#"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Fudan University, Shanghai, China","institution_ids":["https://openalex.org/I24943067"]},{"raw_affiliation_string":"Fudan University Shanghai, China#TAB#","institution_ids":["https://openalex.org/I24943067"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5003418019","display_name":"Xiangyang Xue","orcid":"https://orcid.org/0000-0002-4897-9209"},"institutions":[{"id":"https://openalex.org/I24943067","display_name":"Fudan University","ror":"https://ror.org/013q1eq08","country_code":"CN","type":"education","lineage":["https://openalex.org/I24943067"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xiangyang Xue","raw_affiliation_strings":["Fudan University, Shanghai, China","Fudan University Shanghai, China#TAB#"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Fudan University, Shanghai, China","institution_ids":["https://openalex.org/I24943067"]},{"raw_affiliation_string":"Fudan University Shanghai, China#TAB#","institution_ids":["https://openalex.org/I24943067"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":3,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":false,"cited_by_count":5,"citation_normalized_percentile":null,"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"1709","last_page":"1712"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11307","display_name":"Domain Adaptation and Few-Shot Learning","score":0.9991000294685364,"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/T11307","display_name":"Domain Adaptation and Few-Shot Learning","score":0.9991000294685364,"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/T12676","display_name":"Machine Learning and ELM","score":0.998199999332428,"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/T11550","display_name":"Text and Document Classification Technologies","score":0.996399998664856,"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":0.779143214225769},{"id":"https://openalex.org/keywords/transfer-of-learning","display_name":"Transfer of learning","score":0.7179256677627563},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.6654716730117798},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.635658323764801},{"id":"https://openalex.org/keywords/support-vector-machine","display_name":"Support vector machine","score":0.6297465562820435},{"id":"https://openalex.org/keywords/online-machine-learning","display_name":"Online machine learning","score":0.5381428003311157},{"id":"https://openalex.org/keywords/sample","display_name":"Sample (material)","score":0.46895402669906616},{"id":"https://openalex.org/keywords/incremental-learning","display_name":"Incremental learning","score":0.4646230638027191},{"id":"https://openalex.org/keywords/semi-supervised-learning","display_name":"Semi-supervised learning","score":0.4544738233089447},{"id":"https://openalex.org/keywords/transfer","display_name":"Transfer (computing)","score":0.43819841742515564},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.3883504867553711}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.779143214225769},{"id":"https://openalex.org/C150899416","wikidata":"https://www.wikidata.org/wiki/Q1820378","display_name":"Transfer of learning","level":2,"score":0.7179256677627563},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.6654716730117798},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.635658323764801},{"id":"https://openalex.org/C12267149","wikidata":"https://www.wikidata.org/wiki/Q282453","display_name":"Support vector machine","level":2,"score":0.6297465562820435},{"id":"https://openalex.org/C115903097","wikidata":"https://www.wikidata.org/wiki/Q7094097","display_name":"Online machine learning","level":3,"score":0.5381428003311157},{"id":"https://openalex.org/C198531522","wikidata":"https://www.wikidata.org/wiki/Q485146","display_name":"Sample (material)","level":2,"score":0.46895402669906616},{"id":"https://openalex.org/C2780735816","wikidata":"https://www.wikidata.org/wiki/Q28324931","display_name":"Incremental learning","level":2,"score":0.4646230638027191},{"id":"https://openalex.org/C58973888","wikidata":"https://www.wikidata.org/wiki/Q1041418","display_name":"Semi-supervised learning","level":2,"score":0.4544738233089447},{"id":"https://openalex.org/C2776175482","wikidata":"https://www.wikidata.org/wiki/Q1195816","display_name":"Transfer (computing)","level":2,"score":0.43819841742515564},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.3883504867553711},{"id":"https://openalex.org/C43617362","wikidata":"https://www.wikidata.org/wiki/Q170050","display_name":"Chromatography","level":1,"score":0.0},{"id":"https://openalex.org/C185592680","wikidata":"https://www.wikidata.org/wiki/Q2329","display_name":"Chemistry","level":0,"score":0.0},{"id":"https://openalex.org/C173608175","wikidata":"https://www.wikidata.org/wiki/Q232661","display_name":"Parallel computing","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1145/1871437.1871710","is_oa":false,"landing_page_url":"https://doi.org/10.1145/1871437.1871710","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 19th ACM international conference on Information and knowledge management","raw_type":"proceedings-article"},{"id":"pmh:oai:opus.lib.uts.edu.au:10453/16696","is_oa":false,"landing_page_url":"http://hdl.handle.net/10453/16696","pdf_url":null,"source":{"id":"https://openalex.org/S4306401357","display_name":"UTS ePRESS (University of Technology Sydney)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I114017466","host_organization_name":"University of Technology Sydney","host_organization_lineage":["https://openalex.org/I114017466"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"Conference Proceeding"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":13,"referenced_works":["https://openalex.org/W31400480","https://openalex.org/W630119898","https://openalex.org/W1493526108","https://openalex.org/W1555269405","https://openalex.org/W1968018625","https://openalex.org/W1981276685","https://openalex.org/W2069231281","https://openalex.org/W2108807072","https://openalex.org/W2112796928","https://openalex.org/W2122838776","https://openalex.org/W2133013156","https://openalex.org/W2165698076","https://openalex.org/W2913340405"],"related_works":["https://openalex.org/W1986633584","https://openalex.org/W2098239572","https://openalex.org/W1756896031","https://openalex.org/W1571236831","https://openalex.org/W2380231294","https://openalex.org/W2130903752","https://openalex.org/W3210156800","https://openalex.org/W1927353355","https://openalex.org/W2616146705","https://openalex.org/W2290435839"],"abstract_inverted_index":{"Traditional":[0],"machine":[1],"learning":[2,59,82,103,146],"methods,":[3],"such":[4],"as":[5],"Support":[6,69],"Vector":[7,70],"Machines":[8],"(SVMs),":[9],"usually":[10],"assume":[11],"that":[12,32,130,155,176],"training":[13,38],"and":[14,43,47,81,136,160,166],"test":[15],"data":[16,26,39,79,152],"share":[17],"the":[18,23,34,37,45,48,73,85,95,100,119,131,144,172],"same":[19,86],"distributions.":[20],"Due":[21],"to":[22,55,93,117,128,142,180],"inherent":[24],"dynamic":[25],"nature,":[27],"it":[28],"is":[29,178],"often":[30],"observed":[31],"(1)":[33],"volumes":[35,80],"of":[36,75],"may":[40,52],"gradually":[41],"grow;":[42],"(2)":[44],"existing":[46,101,120],"newly":[49],"arrived":[50],"samples":[51,116,138],"be":[53,140],"subject":[54],"different":[56],"distributions":[57],"or":[58],"tasks.":[60,188],"In":[61,170],"this":[62],"paper,":[63],"we":[64],"propose":[65],"a":[66],"Transfer":[67],"Incremental":[68],"Machine(TrISVM),":[71],"with":[72],"objective":[74],"tackling":[76],"changes":[77],"in":[78],"tasks":[83],"at":[84],"time.":[87],"By":[88],"using":[89,114],"new":[90,115],"updating":[91],"rules":[92],"calculate":[94],"inverse":[96],"matrix,":[97],"TrISVM":[98,122,156,177],"solves":[99],"incremental":[102],"problem":[104],"more":[105],"efficiently,":[106],"especially":[107],"for":[108],"high":[109],"dimensional":[110],"data.":[111],"Furthermore,":[112],"when":[113],"update":[118],"models,":[121],"employs":[123],"sample-based":[124],"weight":[125],"adjustment":[126],"procedures":[127],"ensure":[129],"concept":[132],"transferring":[133],"between":[134,185],"auxiliary":[135],"target":[137],"can":[139],"leveraged":[141],"fulfill":[143],"transfer":[145,184],"goal.":[147],"Experimental":[148],"results":[149,173],"on":[150],"real-world":[151],"sets":[153],"demonstrate":[154],"achieves":[157],"better":[158],"efficiency":[159],"prediction":[161],"accuracy":[162],"than":[163],"both":[164],"incremental-learning":[165],"transfer-learning":[167],"based":[168],"methods.":[169],"addition,":[171],"also":[174],"show":[175],"able":[179],"achieve":[181],"bidirectional":[182],"knowledge":[183],"two":[186],"similar":[187]},"counts_by_year":[{"year":2021,"cited_by_count":1},{"year":2019,"cited_by_count":1},{"year":2018,"cited_by_count":1},{"year":2012,"cited_by_count":1}],"updated_date":"2026-07-14T23:27:15.235271","created_date":"2025-10-10T00:00:00"}
