{"id":"https://openalex.org/W3008561560","doi":"https://doi.org/10.1109/tpami.2020.2974828","title":"Efficient and Effective Regularized Incomplete Multi-view Clustering","display_name":"Efficient and Effective Regularized Incomplete Multi-view Clustering","publication_year":2020,"publication_date":"2020-01-01","ids":{"openalex":"https://openalex.org/W3008561560","doi":"https://doi.org/10.1109/tpami.2020.2974828","mag":"3008561560","pmid":"https://pubmed.ncbi.nlm.nih.gov/32086196"},"language":"en","primary_location":{"id":"doi:10.1109/tpami.2020.2974828","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tpami.2020.2974828","pdf_url":null,"source":{"id":"https://openalex.org/S199944782","display_name":"IEEE Transactions on Pattern Analysis and Machine Intelligence","issn_l":"0162-8828","issn":["0162-8828","1939-3539","2160-9292"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320439","host_organization_name":"IEEE Computer Society","host_organization_lineage":["https://openalex.org/P4310320439","https://openalex.org/P4310319808"],"host_organization_lineage_names":["IEEE Computer Society","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 Pattern Analysis and Machine Intelligence","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","pubmed"],"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/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":["College of Computer, National University of Defense Technology, Changsha, Hunan, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"College of Computer, National University of Defense Technology, Changsha, Hunan, 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/I198357462","display_name":"Changsha University","ror":"https://ror.org/011d8sm39","country_code":"CN","type":"education","lineage":["https://openalex.org/I198357462"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Miaomiao Li","raw_affiliation_strings":["Department of Computer, Changsha College, Changsha, Hunan, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computer, Changsha College, Changsha, Hunan, China","institution_ids":["https://openalex.org/I198357462"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5033240507","display_name":"Chang Tang","orcid":"https://orcid.org/0000-0002-6515-7696"},"institutions":[{"id":"https://openalex.org/I3124059619","display_name":"China University of Geosciences","ror":"https://ror.org/04gcegc37","country_code":"CN","type":"education","lineage":["https://openalex.org/I3124059619"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Chang Tang","raw_affiliation_strings":["School of Computer Science, China University of Geosciences, Wuhan, Hubei, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Computer Science, China University of Geosciences, Wuhan, Hubei, China","institution_ids":["https://openalex.org/I3124059619"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5078507701","display_name":"Jingyuan Xia","orcid":"https://orcid.org/0000-0003-4329-0354"},"institutions":[{"id":"https://openalex.org/I47508984","display_name":"Imperial College London","ror":"https://ror.org/041kmwe10","country_code":"GB","type":"education","lineage":["https://openalex.org/I47508984"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Jingyuan Xia","raw_affiliation_strings":["Department of Electric and Electronic Engineering, Imperial College London, London, U.K"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Electric and Electronic Engineering, Imperial College London, London, U.K","institution_ids":["https://openalex.org/I47508984"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5013113719","display_name":"Jian Xiong","orcid":"https://orcid.org/0000-0002-8744-8144"},"institutions":[{"id":"https://openalex.org/I204831749","display_name":"Southwestern University of Finance and Economics","ror":"https://ror.org/04ewct822","country_code":"CN","type":"education","lineage":["https://openalex.org/I204831749"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jian Xiong","raw_affiliation_strings":["School of Business Administration, Southwestern University of Finance and Economics, Chengdu, Sichuan, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Business Administration, Southwestern University of Finance and Economics, Chengdu, Sichuan, China","institution_ids":["https://openalex.org/I204831749"]}]},{"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":["Center for Machine Vision and Signal Analysis, University of Oulu, Oulu, Finland","College of System Engineering, National University of Defense Technology, Changsha, Hunan, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Center for Machine Vision and Signal Analysis, University of Oulu, Oulu, Finland","institution_ids":["https://openalex.org/I98381234"]},{"raw_affiliation_string":"College of System Engineering, National University of Defense Technology, Changsha, Hunan, China","institution_ids":["https://openalex.org/I170215575"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5091841504","display_name":"Marius Kloft","orcid":"https://orcid.org/0000-0001-6829-3725"},"institutions":[{"id":"https://openalex.org/I153267046","display_name":"University of Kaiserslautern","ror":"https://ror.org/04zrf7b53","country_code":"DE","type":"education","lineage":["https://openalex.org/I153267046"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Marius Kloft","raw_affiliation_strings":["Department of Computer Science, Technische Universit\u00e4t Kaiserslautern, Kaiserslautern, Germany"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computer Science, Technische Universit\u00e4t Kaiserslautern, Kaiserslautern, Germany","institution_ids":["https://openalex.org/I153267046"]}]},{"author_position":"last","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":["College of Computer, National University of Defense Technology, Changsha, Hunan, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"College of Computer, National University of Defense Technology, Changsha, Hunan, China","institution_ids":["https://openalex.org/I170215575"]}]}],"institutions":[],"countries_distinct_count":4,"institutions_distinct_count":7,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":15.6208,"has_fulltext":false,"cited_by_count":289,"citation_normalized_percentile":{"value":0.9937548,"is_in_top_1_percent":true,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":99,"max":100},"biblio":{"volume":"43","issue":"8","first_page":"1","last_page":"1"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10057","display_name":"Face and Expression Recognition","score":0.9980000257492065,"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":0.9980000257492065,"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/T10500","display_name":"Sparse and Compressive Sensing Techniques","score":0.9945999979972839,"subfield":{"id":"https://openalex.org/subfields/2206","display_name":"Computational Mechanics"},"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/T13731","display_name":"Advanced Computing and Algorithms","score":0.9915000200271606,"subfield":{"id":"https://openalex.org/subfields/3322","display_name":"Urban Studies"},"field":{"id":"https://openalex.org/fields/33","display_name":"Social Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/cluster-analysis","display_name":"Cluster analysis","score":0.8363690376281738},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6241541504859924},{"id":"https://openalex.org/keywords/kernel","display_name":"Kernel (algebra)","score":0.481552392244339},{"id":"https://openalex.org/keywords/correlation-clustering","display_name":"Correlation clustering","score":0.4623473882675171},{"id":"https://openalex.org/keywords/constrained-clustering","display_name":"Constrained clustering","score":0.4519278407096863},{"id":"https://openalex.org/keywords/convergence","display_name":"Convergence (economics)","score":0.4253266453742981},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.40149229764938354},{"id":"https://openalex.org/keywords/cure-data-clustering-algorithm","display_name":"CURE data clustering algorithm","score":0.3914523124694824},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.3758811950683594},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.3726606070995331},{"id":"https://openalex.org/keywords/mathematical-optimization","display_name":"Mathematical optimization","score":0.3534476161003113},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.35062721371650696},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.26140034198760986}],"concepts":[{"id":"https://openalex.org/C73555534","wikidata":"https://www.wikidata.org/wiki/Q622825","display_name":"Cluster analysis","level":2,"score":0.8363690376281738},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6241541504859924},{"id":"https://openalex.org/C74193536","wikidata":"https://www.wikidata.org/wiki/Q574844","display_name":"Kernel (algebra)","level":2,"score":0.481552392244339},{"id":"https://openalex.org/C94641424","wikidata":"https://www.wikidata.org/wiki/Q5172845","display_name":"Correlation clustering","level":3,"score":0.4623473882675171},{"id":"https://openalex.org/C27964816","wikidata":"https://www.wikidata.org/wiki/Q5164359","display_name":"Constrained clustering","level":5,"score":0.4519278407096863},{"id":"https://openalex.org/C2777303404","wikidata":"https://www.wikidata.org/wiki/Q759757","display_name":"Convergence (economics)","level":2,"score":0.4253266453742981},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.40149229764938354},{"id":"https://openalex.org/C33704608","wikidata":"https://www.wikidata.org/wiki/Q5014717","display_name":"CURE data clustering algorithm","level":4,"score":0.3914523124694824},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.3758811950683594},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.3726606070995331},{"id":"https://openalex.org/C126255220","wikidata":"https://www.wikidata.org/wiki/Q141495","display_name":"Mathematical optimization","level":1,"score":0.3534476161003113},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.35062721371650696},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.26140034198760986},{"id":"https://openalex.org/C50522688","wikidata":"https://www.wikidata.org/wiki/Q189833","display_name":"Economic growth","level":1,"score":0.0},{"id":"https://openalex.org/C114614502","wikidata":"https://www.wikidata.org/wiki/Q76592","display_name":"Combinatorics","level":1,"score":0.0},{"id":"https://openalex.org/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","level":0,"score":0.0}],"mesh":[],"locations_count":3,"locations":[{"id":"doi:10.1109/tpami.2020.2974828","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tpami.2020.2974828","pdf_url":null,"source":{"id":"https://openalex.org/S199944782","display_name":"IEEE Transactions on Pattern Analysis and Machine Intelligence","issn_l":"0162-8828","issn":["0162-8828","1939-3539","2160-9292"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320439","host_organization_name":"IEEE Computer Society","host_organization_lineage":["https://openalex.org/P4310320439","https://openalex.org/P4310319808"],"host_organization_lineage_names":["IEEE Computer Society","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 Pattern Analysis and Machine Intelligence","raw_type":"journal-article"},{"id":"pmid:32086196","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/32086196","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":"IEEE transactions on pattern analysis and machine intelligence","raw_type":null},{"id":"pmh:oai:oulu.fi:nbnfi-fe2021102752478","is_oa":false,"landing_page_url":"http://urn.fi/urn:nbn:fi-fe2021102752478","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":null,"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G1012296881","display_name":null,"funder_award_id":"61701451","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G6643592684","display_name":null,"funder_award_id":"61773392","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G700737026","display_name":null,"funder_award_id":"61672528","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"}],"funders":[{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":42,"referenced_works":["https://openalex.org/W297461772","https://openalex.org/W1555745080","https://openalex.org/W1879834137","https://openalex.org/W1937059634","https://openalex.org/W2035979693","https://openalex.org/W2050997020","https://openalex.org/W2082967391","https://openalex.org/W2092403294","https://openalex.org/W2095692770","https://openalex.org/W2108502868","https://openalex.org/W2128221272","https://openalex.org/W2132205911","https://openalex.org/W2132914434","https://openalex.org/W2150856297","https://openalex.org/W2156505030","https://openalex.org/W2167349346","https://openalex.org/W2176433868","https://openalex.org/W2181159407","https://openalex.org/W2203247724","https://openalex.org/W2223051473","https://openalex.org/W2272957886","https://openalex.org/W2528144785","https://openalex.org/W2575920881","https://openalex.org/W2593434822","https://openalex.org/W2604114154","https://openalex.org/W2604120189","https://openalex.org/W2604847894","https://openalex.org/W2742098698","https://openalex.org/W2808201035","https://openalex.org/W2899604627","https://openalex.org/W2904934357","https://openalex.org/W6610472804","https://openalex.org/W6633110253","https://openalex.org/W6679317373","https://openalex.org/W6682921674","https://openalex.org/W6685357932","https://openalex.org/W6685423869","https://openalex.org/W6730107233","https://openalex.org/W6731814672","https://openalex.org/W6735757043","https://openalex.org/W6735901436","https://openalex.org/W6763861157"],"related_works":["https://openalex.org/W2040929534","https://openalex.org/W2607137685","https://openalex.org/W2773356553","https://openalex.org/W2311450085","https://openalex.org/W3186815950","https://openalex.org/W2293953271","https://openalex.org/W2085801246","https://openalex.org/W2106080381","https://openalex.org/W3147915011","https://openalex.org/W3006604329"],"abstract_inverted_index":{"Incomplete":[0,94],"multi-view":[1],"clustering":[2,12,41,82,126,143,193,200],"(IMVC)":[3],"optimally":[4],"combines":[5],"multiple":[6,21],"pre-specified":[7],"incomplete":[8,25,107,115,120],"views":[9,121],"to":[10,99,112,138,152,185],"improve":[11,131],"performance.":[13,83],"Among":[14],"various":[15,57],"excellent":[16],"solutions,":[17],"the":[18,40,62,106,140,154,173,177,187,197,203],"recently":[19],"proposed":[20,178,188],"kernel":[22,43,65,108],"k-means":[23],"with":[24,122,158],"kernels":[26],"(MKKM-IK)":[27],"forms":[28],"a":[29,35,123],"benchmark,":[30],"which":[31],"redefines":[32],"IMVC":[33],"as":[34],"joint":[36],"optimization":[37,78,156],"problem":[38],"where":[39],"and":[42,74,79,92,162,202,214],"matrix":[44,66,117,201],"imputation":[45,67],"tasks":[46],"are":[47,149],"alternately":[48],"performed":[49],"until":[50],"convergence.":[51,204],"Though":[52],"demonstrating":[53],"promising":[54],"performance":[55],"in":[56,68,190],"applications,":[58],"we":[59,87,129,170,181],"observe":[60],"that":[61],"manner":[63],"of":[64,104,176,192,196],"MKKM-IK":[69],"would":[70],"incur":[71],"intensive":[72],"computational":[73,160],"storage":[75],"complexities,":[76],"over-complicated":[77],"limitedly":[80],"improved":[81],"In":[84],"this":[85,132],"paper,":[86],"first":[88],"propose":[89],"an":[90],"Efficient":[91],"Effective":[93],"Multi-view":[95],"Clustering":[96],"(EE-IMVC)":[97],"algorithm":[98,133],"address":[100],"these":[101],"issues.":[102],"Instead":[103],"completing":[105],"matrices,":[109],"EE-IMVC":[110],"proposes":[111],"impute":[113],"each":[114],"base":[116],"generated":[118],"by":[119,134,212],"learned":[124,141,198],"consensus":[125,142,199],"matrix.":[127,144],"Moreover,":[128],"further":[130],"incorporating":[135],"prior":[136],"knowledge":[137],"regularize":[139],"Two":[145],"three-step":[146],"iterative":[147],"algorithms":[148,189,208],"carefully":[150],"developed":[151],"solve":[153],"resultant":[155],"problems":[157],"linear":[159],"complexity,":[161],"their":[163,210],"convergence":[164],"is":[165],"theoretically":[166,171],"proven.":[167],"After":[168],"that,":[169],"study":[172,186],"generalization":[174],"bound":[175],"algorithms.":[179],"Furthermore,":[180],"conduct":[182],"comprehensive":[183],"experiments":[184],"terms":[191],"accuracy,":[194],"evolution":[195],"As":[205],"indicated,":[206],"our":[207],"deliver":[209],"effectiveness":[211],"significantly":[213],"consistently":[215],"outperforming":[216],"some":[217],"state-of-the-art":[218],"ones.":[219]},"counts_by_year":[{"year":2026,"cited_by_count":6},{"year":2025,"cited_by_count":49},{"year":2024,"cited_by_count":71},{"year":2023,"cited_by_count":62},{"year":2022,"cited_by_count":53},{"year":2021,"cited_by_count":34},{"year":2020,"cited_by_count":14}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}