{"id":"https://openalex.org/W2081549451","doi":"https://doi.org/10.1109/tfuzz.2011.2170175","title":"Multiple Kernel Fuzzy Clustering","display_name":"Multiple Kernel Fuzzy Clustering","publication_year":2011,"publication_date":"2011-10-05","ids":{"openalex":"https://openalex.org/W2081549451","doi":"https://doi.org/10.1109/tfuzz.2011.2170175","mag":"2081549451"},"language":"en","primary_location":{"id":"doi:10.1109/tfuzz.2011.2170175","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tfuzz.2011.2170175","pdf_url":null,"source":{"id":"https://openalex.org/S134177497","display_name":"IEEE Transactions on Fuzzy Systems","issn_l":"1063-6706","issn":["1063-6706","1941-0034"],"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 Fuzzy 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/A5102134089","display_name":"Hsin-Chien Huang","orcid":null},"institutions":[{"id":"https://openalex.org/I16733864","display_name":"National Taiwan University","ror":"https://ror.org/05bqach95","country_code":"TW","type":"education","lineage":["https://openalex.org/I16733864"]}],"countries":["TW"],"is_corresponding":false,"raw_author_name":"Hsin-Chien Huang","raw_affiliation_strings":["Department of Computer Science and Information Engineering, National Taiwan University, Taipei, Taiwan"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computer Science and Information Engineering, National Taiwan University, Taipei, Taiwan","institution_ids":["https://openalex.org/I16733864"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5006990118","display_name":"Yung\u2010Yu Chuang","orcid":"https://orcid.org/0000-0002-1383-0017"},"institutions":[{"id":"https://openalex.org/I16733864","display_name":"National Taiwan University","ror":"https://ror.org/05bqach95","country_code":"TW","type":"education","lineage":["https://openalex.org/I16733864"]}],"countries":["TW"],"is_corresponding":false,"raw_author_name":"Yung-Yu Chuang","raw_affiliation_strings":["Department of Computer Science and Information Engineering, National Taiwan University, Taipei, Taiwan"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computer Science and Information Engineering, National Taiwan University, Taipei, Taiwan","institution_ids":["https://openalex.org/I16733864"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5072890368","display_name":"Chu\u2010Song Chen","orcid":"https://orcid.org/0000-0002-2959-2471"},"institutions":[{"id":"https://openalex.org/I16733864","display_name":"National Taiwan University","ror":"https://ror.org/05bqach95","country_code":"TW","type":"education","lineage":["https://openalex.org/I16733864"]},{"id":"https://openalex.org/I4210086894","display_name":"Research Center for Information Technology Innovation, Academia Sinica","ror":"https://ror.org/000zgvm20","country_code":"TW","type":"facility","lineage":["https://openalex.org/I4210086894","https://openalex.org/I84653119"]},{"id":"https://openalex.org/I4210098366","display_name":"Institute of Information Science, Academia Sinica","ror":"https://ror.org/00z83z196","country_code":"TW","type":"facility","lineage":["https://openalex.org/I4210098366","https://openalex.org/I84653119"]}],"countries":["TW"],"is_corresponding":false,"raw_author_name":"Chu-Song Chen","raw_affiliation_strings":["Graduate Institute of Networking andMultimedia, National Taiwan University, Taipei, Taiwan","Research Center for Information Technology Innovation and the Institute of Information Science, Academia Sinica, Taipei, Taiwan"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Graduate Institute of Networking andMultimedia, National Taiwan University, Taipei, Taiwan","institution_ids":["https://openalex.org/I16733864"]},{"raw_affiliation_string":"Research Center for Information Technology Innovation and the Institute of Information Science, Academia Sinica, Taipei, Taiwan","institution_ids":["https://openalex.org/I4210086894","https://openalex.org/I4210098366"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":25.0198,"has_fulltext":false,"cited_by_count":413,"citation_normalized_percentile":{"value":0.99595017,"is_in_top_1_percent":true,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":98,"max":100},"biblio":{"volume":"20","issue":"1","first_page":"120","last_page":"134"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10637","display_name":"Advanced Clustering Algorithms Research","score":0.9977999925613403,"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/T10637","display_name":"Advanced Clustering Algorithms Research","score":0.9977999925613403,"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":0.9951000213623047,"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/T10689","display_name":"Remote-Sensing Image Classification","score":0.9711999893188477,"subfield":{"id":"https://openalex.org/subfields/2214","display_name":"Media Technology"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/kernel","display_name":"Kernel (algebra)","score":0.7269504070281982},{"id":"https://openalex.org/keywords/radial-basis-function-kernel","display_name":"Radial basis function kernel","score":0.6308954954147339},{"id":"https://openalex.org/keywords/kernel-embedding-of-distributions","display_name":"Kernel embedding of distributions","score":0.6136481165885925},{"id":"https://openalex.org/keywords/polynomial-kernel","display_name":"Polynomial kernel","score":0.6072810888290405},{"id":"https://openalex.org/keywords/string-kernel","display_name":"String kernel","score":0.5948852300643921},{"id":"https://openalex.org/keywords/kernel-method","display_name":"Kernel method","score":0.5635374784469604},{"id":"https://openalex.org/keywords/tree-kernel","display_name":"Tree kernel","score":0.5559077858924866},{"id":"https://openalex.org/keywords/variable-kernel-density-estimation","display_name":"Variable kernel density estimation","score":0.5467298626899719},{"id":"https://openalex.org/keywords/kernel-principal-component-analysis","display_name":"Kernel principal component analysis","score":0.5428966283798218},{"id":"https://openalex.org/keywords/cluster-analysis","display_name":"Cluster analysis","score":0.5382755398750305},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5213581323623657},{"id":"https://openalex.org/keywords/fuzzy-clustering","display_name":"Fuzzy clustering","score":0.510496973991394},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.4844129681587219},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.467709481716156},{"id":"https://openalex.org/keywords/fuzzy-logic","display_name":"Fuzzy logic","score":0.46483421325683594},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.4513702094554901},{"id":"https://openalex.org/keywords/support-vector-machine","display_name":"Support vector machine","score":0.18196141719818115},{"id":"https://openalex.org/keywords/discrete-mathematics","display_name":"Discrete mathematics","score":0.04155021905899048}],"concepts":[{"id":"https://openalex.org/C74193536","wikidata":"https://www.wikidata.org/wiki/Q574844","display_name":"Kernel (algebra)","level":2,"score":0.7269504070281982},{"id":"https://openalex.org/C75866337","wikidata":"https://www.wikidata.org/wiki/Q7280263","display_name":"Radial basis function kernel","level":4,"score":0.6308954954147339},{"id":"https://openalex.org/C134517425","wikidata":"https://www.wikidata.org/wiki/Q16000131","display_name":"Kernel embedding of distributions","level":4,"score":0.6136481165885925},{"id":"https://openalex.org/C160446489","wikidata":"https://www.wikidata.org/wiki/Q7226642","display_name":"Polynomial kernel","level":4,"score":0.6072810888290405},{"id":"https://openalex.org/C55851704","wikidata":"https://www.wikidata.org/wiki/Q7623983","display_name":"String kernel","level":5,"score":0.5948852300643921},{"id":"https://openalex.org/C122280245","wikidata":"https://www.wikidata.org/wiki/Q620622","display_name":"Kernel method","level":3,"score":0.5635374784469604},{"id":"https://openalex.org/C140417398","wikidata":"https://www.wikidata.org/wiki/Q16933942","display_name":"Tree kernel","level":5,"score":0.5559077858924866},{"id":"https://openalex.org/C195699287","wikidata":"https://www.wikidata.org/wiki/Q7915722","display_name":"Variable kernel density estimation","level":4,"score":0.5467298626899719},{"id":"https://openalex.org/C182335926","wikidata":"https://www.wikidata.org/wiki/Q17093020","display_name":"Kernel principal component analysis","level":4,"score":0.5428966283798218},{"id":"https://openalex.org/C73555534","wikidata":"https://www.wikidata.org/wiki/Q622825","display_name":"Cluster analysis","level":2,"score":0.5382755398750305},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5213581323623657},{"id":"https://openalex.org/C17212007","wikidata":"https://www.wikidata.org/wiki/Q5511111","display_name":"Fuzzy clustering","level":3,"score":0.510496973991394},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.4844129681587219},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.467709481716156},{"id":"https://openalex.org/C58166","wikidata":"https://www.wikidata.org/wiki/Q224821","display_name":"Fuzzy logic","level":2,"score":0.46483421325683594},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.4513702094554901},{"id":"https://openalex.org/C12267149","wikidata":"https://www.wikidata.org/wiki/Q282453","display_name":"Support vector machine","level":2,"score":0.18196141719818115},{"id":"https://openalex.org/C118615104","wikidata":"https://www.wikidata.org/wiki/Q121416","display_name":"Discrete mathematics","level":1,"score":0.04155021905899048}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/tfuzz.2011.2170175","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tfuzz.2011.2170175","pdf_url":null,"source":{"id":"https://openalex.org/S134177497","display_name":"IEEE Transactions on Fuzzy Systems","issn_l":"1063-6706","issn":["1063-6706","1941-0034"],"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 Fuzzy Systems","raw_type":"journal-article"},{"id":"pmh:oai:CiteSeerX.psu:10.1.1.415.2283","is_oa":false,"landing_page_url":"http://citeseerx.ist.psu.edu/viewdoc/summary?doi=10.1.1.415.2283","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"http://www.iis.sinica.edu.tw/papers/song/12972-F.pdf","raw_type":"text"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G5487231515","display_name":null,"funder_award_id":"NSC100-","funder_id":"https://openalex.org/F4320321040","funder_display_name":"National Science Council"}],"funders":[{"id":"https://openalex.org/F4320321040","display_name":"National Science Council","ror":"https://ror.org/02kv4zf79"}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":50,"referenced_works":["https://openalex.org/W53387266","https://openalex.org/W1502916507","https://openalex.org/W1510073064","https://openalex.org/W1567012231","https://openalex.org/W1941358455","https://openalex.org/W1985702987","https://openalex.org/W1990368529","https://openalex.org/W1999693420","https://openalex.org/W2006793117","https://openalex.org/W2031823405","https://openalex.org/W2051854724","https://openalex.org/W2051856481","https://openalex.org/W2053677366","https://openalex.org/W2054373203","https://openalex.org/W2062696711","https://openalex.org/W2090582154","https://openalex.org/W2097645701","https://openalex.org/W2100399071","https://openalex.org/W2103560185","https://openalex.org/W2113054345","https://openalex.org/W2113076747","https://openalex.org/W2115077250","https://openalex.org/W2121647436","https://openalex.org/W2125148312","https://openalex.org/W2125687218","https://openalex.org/W2126739537","https://openalex.org/W2127069950","https://openalex.org/W2127385182","https://openalex.org/W2129630294","https://openalex.org/W2132820034","https://openalex.org/W2132914434","https://openalex.org/W2136518509","https://openalex.org/W2136753665","https://openalex.org/W2140207040","https://openalex.org/W2150772522","https://openalex.org/W2151398376","https://openalex.org/W2154462399","https://openalex.org/W2155074104","https://openalex.org/W2159237780","https://openalex.org/W2161444669","https://openalex.org/W2163352848","https://openalex.org/W2165325570","https://openalex.org/W3120740533","https://openalex.org/W4235169531","https://openalex.org/W4239875977","https://openalex.org/W4285719527","https://openalex.org/W6629956336","https://openalex.org/W6634150524","https://openalex.org/W6679854563","https://openalex.org/W6683181193"],"related_works":["https://openalex.org/W3013206934","https://openalex.org/W3100948281","https://openalex.org/W4291669689","https://openalex.org/W1983263273","https://openalex.org/W2071590642","https://openalex.org/W2130792056","https://openalex.org/W1836142315","https://openalex.org/W4294351650","https://openalex.org/W1590832708","https://openalex.org/W2005311689"],"abstract_inverted_index":{"While":[0],"fuzzy":[1,22,67,74],"c-means":[2,23,68,75],"is":[3,10,44,55,93],"a":[4,64,78,119],"popular":[5],"soft-clustering":[6],"method,":[7],"its":[8],"effectiveness":[9,133],"largely":[11],"limited":[12],"to":[13,26,36,57,96,117],"spherical":[14],"clusters.":[15],"By":[16,82],"applying":[17],"kernel":[18,21,48,66,90,115],"tricks,":[19],"the":[20,59,73,89,104,132,135],"algorithm":[24,70,76],"attempts":[25],"address":[27],"this":[28],"problem":[29],"by":[30],"mapping":[31],"data":[32,130],"with":[33,77],"nonlinear":[34],"relationships":[35],"appropriate":[37],"feature":[38],"spaces.":[39],"Kernel":[40],"combination,":[41],"or":[42],"selection,":[43],"crucial":[45],"for":[46,51],"effective":[47],"clustering.":[49],"Unfortunately,":[50],"most":[52],"applications,":[53],"it":[54],"uneasy":[56],"find":[58],"right":[60],"combination.":[61],"We":[62],"propose":[63],"multiple":[65,79,84,114],"(MKFC)":[69],"that":[71],"extends":[72],"kernel-learning":[80],"setting.":[81],"incorporating":[83],"kernels":[85,98,107],"and":[86,99,128],"automatically":[87],"adjusting":[88],"weights,":[91],"MKFC":[92,137],"more":[94],"immune":[95],"ineffective":[97],"irrelevant":[100],"features.":[101],"This":[102],"makes":[103],"choice":[105],"of":[106,122,134],"less":[108],"crucial.":[109],"In":[110],"addition,":[111],"we":[112],"show":[113],"k-means":[116],"be":[118],"special":[120],"case":[121],"MKFC.":[123],"Experiments":[124],"on":[125],"both":[126],"synthetic":[127],"real-world":[129],"demonstrate":[131],"proposed":[136],"algorithm.":[138]},"counts_by_year":[{"year":2026,"cited_by_count":8},{"year":2025,"cited_by_count":25},{"year":2024,"cited_by_count":20},{"year":2023,"cited_by_count":33},{"year":2022,"cited_by_count":37},{"year":2021,"cited_by_count":47},{"year":2020,"cited_by_count":37},{"year":2019,"cited_by_count":35},{"year":2018,"cited_by_count":28},{"year":2017,"cited_by_count":37},{"year":2016,"cited_by_count":29},{"year":2015,"cited_by_count":19},{"year":2014,"cited_by_count":28},{"year":2013,"cited_by_count":25},{"year":2012,"cited_by_count":5}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
