{"id":"https://openalex.org/W2808201035","doi":"https://doi.org/10.24963/ijcai.2018/454","title":"Localized Incomplete Multiple Kernel k-means","display_name":"Localized Incomplete Multiple Kernel k-means","publication_year":2018,"publication_date":"2018-07-01","ids":{"openalex":"https://openalex.org/W2808201035","doi":"https://doi.org/10.24963/ijcai.2018/454","mag":"2808201035"},"language":"en","primary_location":{"id":"doi:10.24963/ijcai.2018/454","is_oa":true,"landing_page_url":"https://doi.org/10.24963/ijcai.2018/454","pdf_url":"https://www.ijcai.org/proceedings/2018/0454.pdf","source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the Twenty-Seventh International Joint Conference on Artificial Intelligence","raw_type":"proceedings-article"},"type":"conference-paper","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://www.ijcai.org/proceedings/2018/0454.pdf","any_repository_has_fulltext":null},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5100671239","display_name":"Xinzhong Zhu","orcid":"https://orcid.org/0000-0002-0033-5260"},"institutions":[{"id":"https://openalex.org/I135237710","display_name":"Zhejiang Normal University","ror":"https://ror.org/01vevwk45","country_code":"CN","type":"education","lineage":["https://openalex.org/I135237710"]},{"id":"https://openalex.org/I149594827","display_name":"Xidian University","ror":"https://ror.org/05s92vm98","country_code":"CN","type":"education","lineage":["https://openalex.org/I149594827"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xinzhong Zhu","raw_affiliation_strings":["College of Mathematics, Physics and Information Engineering, Zhejiang Normal University, China","School of Electronic Engineering, XIDIAN University, Xi'an, Shanxi, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"College of Mathematics, Physics and Information Engineering, Zhejiang Normal University, China","institution_ids":["https://openalex.org/I135237710"]},{"raw_affiliation_string":"School of Electronic Engineering, XIDIAN University, Xi'an, Shanxi, China","institution_ids":["https://openalex.org/I149594827"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101727888","display_name":"Xinwang Liu","orcid":"https://orcid.org/0000-0001-9066-1475"},"institutions":[{"id":"https://openalex.org/I170215575","display_name":"National University of Defense Technology","ror":"https://ror.org/05d2yfz11","country_code":"CN","type":"education","lineage":["https://openalex.org/I170215575"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xinwang Liu","raw_affiliation_strings":["School of Computer, National University of Defense Technology, Changsha, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Computer, National University of Defense Technology, Changsha, China","institution_ids":["https://openalex.org/I170215575"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100461526","display_name":"Miaomiao Li","orcid":"https://orcid.org/0000-0001-7678-687X"},"institutions":[{"id":"https://openalex.org/I170215575","display_name":"National University of Defense Technology","ror":"https://ror.org/05d2yfz11","country_code":"CN","type":"education","lineage":["https://openalex.org/I170215575"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Miaomiao Li","raw_affiliation_strings":["School of Computer, National University of Defense Technology, Changsha, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Computer, National University of Defense Technology, Changsha, China","institution_ids":["https://openalex.org/I170215575"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5069681054","display_name":"En Zhu","orcid":"https://orcid.org/0000-0003-2305-7555"},"institutions":[{"id":"https://openalex.org/I170215575","display_name":"National University of Defense Technology","ror":"https://ror.org/05d2yfz11","country_code":"CN","type":"education","lineage":["https://openalex.org/I170215575"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"En Zhu","raw_affiliation_strings":["School of Computer, National University of Defense Technology, Changsha, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Computer, National University of Defense Technology, Changsha, China","institution_ids":["https://openalex.org/I170215575"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100418783","display_name":"Li Liu","orcid":"https://orcid.org/0000-0002-2011-2873"},"institutions":[{"id":"https://openalex.org/I170215575","display_name":"National University of Defense Technology","ror":"https://ror.org/05d2yfz11","country_code":"CN","type":"education","lineage":["https://openalex.org/I170215575"]},{"id":"https://openalex.org/I98381234","display_name":"University of Oulu","ror":"https://ror.org/03yj89h83","country_code":"FI","type":"education","lineage":["https://openalex.org/I98381234"]}],"countries":["CN","FI"],"is_corresponding":false,"raw_author_name":"Li Liu","raw_affiliation_strings":["College of System Engineering, National University of Defense Technology, Changsha, China","University of Oulu, Finland","School of Computer, National University of Defense Technology, Changsha, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"College of System Engineering, National University of Defense Technology, Changsha, China","institution_ids":["https://openalex.org/I170215575"]},{"raw_affiliation_string":"University of Oulu, Finland","institution_ids":["https://openalex.org/I98381234"]},{"raw_affiliation_string":"School of Computer, National University of Defense Technology, Changsha, China","institution_ids":["https://openalex.org/I170215575"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5006334685","display_name":"Zhiping Cai","orcid":"https://orcid.org/0000-0001-5726-833X"},"institutions":[{"id":"https://openalex.org/I170215575","display_name":"National University of Defense Technology","ror":"https://ror.org/05d2yfz11","country_code":"CN","type":"education","lineage":["https://openalex.org/I170215575"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zhiping Cai","raw_affiliation_strings":["School of Computer, National University of Defense Technology, Changsha, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Computer, National University of Defense Technology, Changsha, China","institution_ids":["https://openalex.org/I170215575"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5089193327","display_name":"Jianping Yin","orcid":"https://orcid.org/0000-0002-5474-4764"},"institutions":[{"id":"https://openalex.org/I2799850029","display_name":"Dongguan University of Technology","ror":"https://ror.org/01m8p7q42","country_code":"CN","type":"education","lineage":["https://openalex.org/I2799850029"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jianping Yin","raw_affiliation_strings":["Dongguan University of Technology, Guangdong, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Dongguan University of Technology, Guangdong, China","institution_ids":["https://openalex.org/I2799850029"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5018478553","display_name":"Wen Gao","orcid":"https://orcid.org/0000-0002-8070-802X"},"institutions":[{"id":"https://openalex.org/I20231570","display_name":"Peking University","ror":"https://ror.org/02v51f717","country_code":"CN","type":"education","lineage":["https://openalex.org/I20231570"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Wen Gao","raw_affiliation_strings":["School of Electronics Engineering and Computer Science, Peking University, Beijing, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Electronics Engineering and Computer Science, Peking University, Beijing, China","institution_ids":["https://openalex.org/I20231570"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":6,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":true,"cited_by_count":47,"citation_normalized_percentile":null,"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"3271","last_page":"3277"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10057","display_name":"Face and Expression Recognition","score":0.9993000030517578,"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":0.9993000030517578,"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/T10637","display_name":"Advanced Clustering Algorithms Research","score":0.9926999807357788,"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":0.9850999712944031,"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/kernel","display_name":"Kernel (algebra)","score":0.7278709411621094},{"id":"https://openalex.org/keywords/cluster-analysis","display_name":"Cluster analysis","score":0.7004121541976929},{"id":"https://openalex.org/keywords/similarity","display_name":"Similarity (geometry)","score":0.6190797686576843},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5872291922569275},{"id":"https://openalex.org/keywords/benchmark","display_name":"Benchmark (surveying)","score":0.5402690172195435},{"id":"https://openalex.org/keywords/pairwise-comparison","display_name":"Pairwise comparison","score":0.5400143265724182},{"id":"https://openalex.org/keywords/convergence","display_name":"Convergence (economics)","score":0.4886615574359894},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.45598673820495605},{"id":"https://openalex.org/keywords/spectral-clustering","display_name":"Spectral clustering","score":0.43641093373298645},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.3850557804107666},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.3446922302246094},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.3410235643386841},{"id":"https://openalex.org/keywords/combinatorics","display_name":"Combinatorics","score":0.07756316661834717},{"id":"https://openalex.org/keywords/image","display_name":"Image (mathematics)","score":0.05737048387527466}],"concepts":[{"id":"https://openalex.org/C74193536","wikidata":"https://www.wikidata.org/wiki/Q574844","display_name":"Kernel (algebra)","level":2,"score":0.7278709411621094},{"id":"https://openalex.org/C73555534","wikidata":"https://www.wikidata.org/wiki/Q622825","display_name":"Cluster analysis","level":2,"score":0.7004121541976929},{"id":"https://openalex.org/C103278499","wikidata":"https://www.wikidata.org/wiki/Q254465","display_name":"Similarity (geometry)","level":3,"score":0.6190797686576843},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5872291922569275},{"id":"https://openalex.org/C185798385","wikidata":"https://www.wikidata.org/wiki/Q1161707","display_name":"Benchmark (surveying)","level":2,"score":0.5402690172195435},{"id":"https://openalex.org/C184898388","wikidata":"https://www.wikidata.org/wiki/Q1435712","display_name":"Pairwise comparison","level":2,"score":0.5400143265724182},{"id":"https://openalex.org/C2777303404","wikidata":"https://www.wikidata.org/wiki/Q759757","display_name":"Convergence (economics)","level":2,"score":0.4886615574359894},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.45598673820495605},{"id":"https://openalex.org/C105611402","wikidata":"https://www.wikidata.org/wiki/Q2976589","display_name":"Spectral clustering","level":3,"score":0.43641093373298645},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.3850557804107666},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3446922302246094},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.3410235643386841},{"id":"https://openalex.org/C114614502","wikidata":"https://www.wikidata.org/wiki/Q76592","display_name":"Combinatorics","level":1,"score":0.07756316661834717},{"id":"https://openalex.org/C115961682","wikidata":"https://www.wikidata.org/wiki/Q860623","display_name":"Image (mathematics)","level":2,"score":0.05737048387527466},{"id":"https://openalex.org/C205649164","wikidata":"https://www.wikidata.org/wiki/Q1071","display_name":"Geography","level":0,"score":0.0},{"id":"https://openalex.org/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","level":0,"score":0.0},{"id":"https://openalex.org/C13280743","wikidata":"https://www.wikidata.org/wiki/Q131089","display_name":"Geodesy","level":1,"score":0.0},{"id":"https://openalex.org/C50522688","wikidata":"https://www.wikidata.org/wiki/Q189833","display_name":"Economic growth","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.24963/ijcai.2018/454","is_oa":true,"landing_page_url":"https://doi.org/10.24963/ijcai.2018/454","pdf_url":"https://www.ijcai.org/proceedings/2018/0454.pdf","source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the Twenty-Seventh International Joint Conference on Artificial Intelligence","raw_type":"proceedings-article"},{"id":"pmh:oai:oulu.fi:nbnfi-fe202003198536","is_oa":false,"landing_page_url":"http://urn.fi/urn:nbn:fi-fe202003198536","pdf_url":null,"source":{"id":"https://openalex.org/S4306400284","display_name":"University of Oulu Repository (University of Oulu)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I98381234","host_organization_name":"University of Oulu","host_organization_lineage":["https://openalex.org/I98381234"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"info:eu-repo/semantics/article"}],"best_oa_location":{"id":"doi:10.24963/ijcai.2018/454","is_oa":true,"landing_page_url":"https://doi.org/10.24963/ijcai.2018/454","pdf_url":"https://www.ijcai.org/proceedings/2018/0454.pdf","source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the Twenty-Seventh International Joint Conference on Artificial Intelligence","raw_type":"proceedings-article"},"sustainable_development_goals":[{"score":0.699999988079071,"display_name":"Reduced inequalities","id":"https://metadata.un.org/sdg/10"}],"awards":[],"funders":[{"id":"https://openalex.org/F4320322819","display_name":"Zhejiang Normal University","ror":"https://ror.org/01vevwk45"}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":26,"referenced_works":["https://openalex.org/W1879834137","https://openalex.org/W1907775068","https://openalex.org/W1937059634","https://openalex.org/W1979089718","https://openalex.org/W2035299679","https://openalex.org/W2035979693","https://openalex.org/W2050997020","https://openalex.org/W2082967391","https://openalex.org/W2085348055","https://openalex.org/W2092403294","https://openalex.org/W2128221272","https://openalex.org/W2132205911","https://openalex.org/W2168901348","https://openalex.org/W2181159407","https://openalex.org/W2197707282","https://openalex.org/W2199534117","https://openalex.org/W2272957886","https://openalex.org/W2528144785","https://openalex.org/W2560185252","https://openalex.org/W2572663323","https://openalex.org/W2575920881","https://openalex.org/W2604114154","https://openalex.org/W4237593694","https://openalex.org/W6755811877","https://openalex.org/W6791858558","https://openalex.org/W6803771590"],"related_works":["https://openalex.org/W2378211422","https://openalex.org/W2487162673","https://openalex.org/W2793211469","https://openalex.org/W2949152769","https://openalex.org/W4372354731","https://openalex.org/W2942366970","https://openalex.org/W2807634898","https://openalex.org/W4321353415","https://openalex.org/W1457719682","https://openalex.org/W4312820490"],"abstract_inverted_index":{"The":[0],"recently":[1],"proposed":[2,176],"multiple":[3,85],"kernel":[4,17,86],"k-means":[5,87],"with":[6,54,112],"incomplete":[7,16,63,84],"kernels":[8,64],"(MKKM-IK)":[9],"optimally":[10],"integrates":[11],"a":[12,81,104,145],"group":[13],"of":[14,103,184],"pre-specified":[15],"matrices":[18],"to":[19,51,90,106,110,122,149],"improve":[20],"clustering":[21,74,120],"performance.":[22,75],"Though":[23],"it":[24,34],"demonstrates":[25],"promising":[26],"performance":[27],"in":[28,69,177],"various":[29],"applications,":[30],"we":[31,79],"observe":[32],"that":[33,128,167],"does":[35],"not":[36],"\\emph{sufficiently":[37],"consider":[38],"the":[39,62,73,101,119,151,172,178,182],"local":[40,186],"structure":[41],"among":[42],"data":[43],"and":[44,68,132,155],"indiscriminately":[45],"forces":[46],"all":[47],"pairwise":[48],"sample":[49,105,126,140],"similarity":[50,57,102,115,136],"equally":[52],"align":[53,111],"their":[55,113],"ideal":[56,114],"values}.":[58],"This":[59,117],"could":[60],"make":[61],"less":[65],"effectively":[66],"imputed,":[67],"turn":[70],"adversely":[71],"affect":[72],"In":[76],"this":[77,92],"paper,":[78],"propose":[80],"novel":[82],"localized":[83],"(LI-MKKM)":[88],"algorithm":[89,121,148,169],"address":[91],"issue.":[93],"Different":[94],"from":[95],"existing":[96],"MKKM-IK,":[97],"LI-MKKM":[98],"only":[99],"requires":[100],"its":[107,158],"k-nearest":[108],"neighbors":[109],"values.":[116],"helps":[118],"focus":[123],"on":[124,162],"closer":[125],"pairs":[127],"shall":[129],"stay":[130],"together":[131],"avoids":[133],"involving":[134],"unreliable":[135],"evaluation":[137],"for":[138],"farther":[139],"pairs.":[141],"We":[142],"carefully":[143],"design":[144],"three-step":[146],"iterative":[147],"solve":[150],"resultant":[152],"optimization":[153],"problem":[154],"theoretically":[156],"prove":[157],"convergence.":[159],"Comprehensive":[160],"experiments":[161],"eight":[163],"benchmark":[164],"datasets":[165],"demonstrate":[166],"our":[168],"significantly":[170],"outperforms":[171],"state-of-the-art":[173],"comparable":[174],"algorithms":[175],"recent":[179],"literature,":[180],"verifying":[181],"advantage":[183],"considering":[185],"structure.":[187]},"counts_by_year":[{"year":2025,"cited_by_count":3},{"year":2024,"cited_by_count":5},{"year":2023,"cited_by_count":10},{"year":2022,"cited_by_count":10},{"year":2021,"cited_by_count":7},{"year":2020,"cited_by_count":5},{"year":2019,"cited_by_count":6},{"year":2018,"cited_by_count":1}],"updated_date":"2026-07-14T23:27:15.235271","created_date":"2025-10-10T00:00:00"}