{"id":"https://openalex.org/W4401870901","doi":"https://doi.org/10.1109/tkde.2024.3445992","title":"Latent Structure-Aware View Recovery for Incomplete Multi-View Clustering","display_name":"Latent Structure-Aware View Recovery for Incomplete Multi-View Clustering","publication_year":2024,"publication_date":"2024-08-20","ids":{"openalex":"https://openalex.org/W4401870901","doi":"https://doi.org/10.1109/tkde.2024.3445992"},"language":"en","primary_location":{"id":"doi:10.1109/tkde.2024.3445992","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tkde.2024.3445992","pdf_url":null,"source":{"id":"https://openalex.org/S30698027","display_name":"IEEE Transactions on Knowledge and Data Engineering","issn_l":"1041-4347","issn":["1041-4347","1558-2191","2326-3865"],"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 Knowledge and Data Engineering","raw_type":"journal-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://figshare.com/articles/journal_contribution/Latent_Structure-Aware_View_Recovery_for_Incomplete_Multi-View_Clustering/26860201","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5101660672","display_name":"Cheng Liu","orcid":"https://orcid.org/0000-0002-7204-7030"},"institutions":[{"id":"https://openalex.org/I32574673","display_name":"Shantou University","ror":"https://ror.org/01a099706","country_code":"CN","type":"education","lineage":["https://openalex.org/I32574673"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Cheng Liu","raw_affiliation_strings":["Department of Computer Science, Shantou University, Shantou, China"],"raw_orcid":"https://orcid.org/0000-0002-7204-7030","affiliations":[{"raw_affiliation_string":"Department of Computer Science, Shantou University, Shantou, China","institution_ids":["https://openalex.org/I32574673"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5107905151","display_name":"Rui Li","orcid":"https://orcid.org/0009-0009-8136-4159"},"institutions":[{"id":"https://openalex.org/I32574673","display_name":"Shantou University","ror":"https://ror.org/01a099706","country_code":"CN","type":"education","lineage":["https://openalex.org/I32574673"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Rui Li","raw_affiliation_strings":["Department of Computer Science, Shantou University, Shantou, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computer Science, Shantou University, Shantou, China","institution_ids":["https://openalex.org/I32574673"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5057428910","display_name":"Hangjun Che","orcid":"https://orcid.org/0000-0002-8930-0039"},"institutions":[{"id":"https://openalex.org/I142108993","display_name":"Southwest University","ror":"https://ror.org/01kj4z117","country_code":"CN","type":"education","lineage":["https://openalex.org/I142108993"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Hangjun Che","raw_affiliation_strings":["Chongqing Key Laboratory of Nonlinear Circuits and Intelligent Information Processing, College of Electronic and Information Engineering, Southwest University, Chongqing, China"],"raw_orcid":"https://orcid.org/0000-0002-8930-0039","affiliations":[{"raw_affiliation_string":"Chongqing Key Laboratory of Nonlinear Circuits and Intelligent Information Processing, College of Electronic and Information Engineering, Southwest University, Chongqing, China","institution_ids":["https://openalex.org/I142108993"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5054221120","display_name":"Man-Fai Leung","orcid":"https://orcid.org/0000-0002-7753-0136"},"institutions":[{"id":"https://openalex.org/I51216347","display_name":"Anglia Ruskin University","ror":"https://ror.org/0009t4v78","country_code":"GB","type":"education","lineage":["https://openalex.org/I51216347"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Man-Fai Leung","raw_affiliation_strings":["School of Computing and Information Science, Faculty of Science and Engineering, Anglia Ruskin University, Cambridge, U.K"],"raw_orcid":"https://orcid.org/0000-0002-7753-0136","affiliations":[{"raw_affiliation_string":"School of Computing and Information Science, Faculty of Science and Engineering, Anglia Ruskin University, Cambridge, U.K","institution_ids":["https://openalex.org/I51216347"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5070982537","display_name":"Si Wu","orcid":"https://orcid.org/0000-0003-4022-0852"},"institutions":[{"id":"https://openalex.org/I90610280","display_name":"South China University of Technology","ror":"https://ror.org/0530pts50","country_code":"CN","type":"education","lineage":["https://openalex.org/I90610280"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Si Wu","raw_affiliation_strings":["School of Computer Science and Engineering, South China University of Technology, Guangzhou, China"],"raw_orcid":"https://orcid.org/0000-0003-4022-0852","affiliations":[{"raw_affiliation_string":"School of Computer Science and Engineering, South China University of Technology, Guangzhou, China","institution_ids":["https://openalex.org/I90610280"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100701158","display_name":"Zhiwen Yu","orcid":"https://orcid.org/0000-0002-0935-5890"},"institutions":[{"id":"https://openalex.org/I90610280","display_name":"South China University of Technology","ror":"https://ror.org/0530pts50","country_code":"CN","type":"education","lineage":["https://openalex.org/I90610280"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zhiwen Yu","raw_affiliation_strings":["School of Computer Science and Engineering, South China University of Technology, Guangzhou, China"],"raw_orcid":"https://orcid.org/0000-0002-0935-5890","affiliations":[{"raw_affiliation_string":"School of Computer Science and Engineering, South China University of Technology, Guangzhou, China","institution_ids":["https://openalex.org/I90610280"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5014196059","display_name":"Hau\u2212San Wong","orcid":"https://orcid.org/0000-0002-1530-7529"},"institutions":[{"id":"https://openalex.org/I168719708","display_name":"City University of Hong Kong","ror":"https://ror.org/03q8dnn23","country_code":"HK","type":"education","lineage":["https://openalex.org/I168719708"]}],"countries":["HK"],"is_corresponding":false,"raw_author_name":"Hau-San Wong","raw_affiliation_strings":["Department of Computer Science, City University of Hong Kong, Hong Kong"],"raw_orcid":"https://orcid.org/0000-0002-1530-7529","affiliations":[{"raw_affiliation_string":"Department of Computer Science, City University of Hong Kong, Hong Kong","institution_ids":["https://openalex.org/I168719708"]}]}],"institutions":[],"countries_distinct_count":3,"institutions_distinct_count":7,"corresponding_author_ids":["https://openalex.org/A5101660672"],"corresponding_institution_ids":["https://openalex.org/I32574673"],"apc_list":null,"apc_paid":null,"fwci":6.2916,"has_fulltext":false,"cited_by_count":19,"citation_normalized_percentile":{"value":0.96975312,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":90,"max":100},"biblio":{"volume":"36","issue":"12","first_page":"8655","last_page":"8669"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10637","display_name":"Advanced Clustering Algorithms Research","score":0.9876999855041504,"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":0.9876999855041504,"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/T11106","display_name":"Data Management and Algorithms","score":0.9521999955177307,"subfield":{"id":"https://openalex.org/subfields/1711","display_name":"Signal Processing"},"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":0.906000018119812,"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":0.836348831653595},{"id":"https://openalex.org/keywords/cluster-analysis","display_name":"Cluster analysis","score":0.7102620005607605},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.46392759680747986},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.3603188991546631}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.836348831653595},{"id":"https://openalex.org/C73555534","wikidata":"https://www.wikidata.org/wiki/Q622825","display_name":"Cluster analysis","level":2,"score":0.7102620005607605},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.46392759680747986},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3603188991546631}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/tkde.2024.3445992","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tkde.2024.3445992","pdf_url":null,"source":{"id":"https://openalex.org/S30698027","display_name":"IEEE Transactions on Knowledge and Data Engineering","issn_l":"1041-4347","issn":["1041-4347","1558-2191","2326-3865"],"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 Knowledge and Data Engineering","raw_type":"journal-article"},{"id":"pmh:oai:figshare.com:article/26860201","is_oa":true,"landing_page_url":"https://figshare.com/articles/journal_contribution/Latent_Structure-Aware_View_Recovery_for_Incomplete_Multi-View_Clustering/26860201","pdf_url":null,"source":{"id":"https://openalex.org/S4377196282","display_name":"Figshare","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I4210132348","host_organization_name":"Figshare (United Kingdom)","host_organization_lineage":["https://openalex.org/I4210132348"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"Text"}],"best_oa_location":{"id":"pmh:oai:figshare.com:article/26860201","is_oa":true,"landing_page_url":"https://figshare.com/articles/journal_contribution/Latent_Structure-Aware_View_Recovery_for_Incomplete_Multi-View_Clustering/26860201","pdf_url":null,"source":{"id":"https://openalex.org/S4377196282","display_name":"Figshare","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I4210132348","host_organization_name":"Figshare (United Kingdom)","host_organization_lineage":["https://openalex.org/I4210132348"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"Text"},"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G4110595055","display_name":null,"funder_award_id":"62072189","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G5594612476","display_name":null,"funder_award_id":"2022A1515011160","funder_id":"https://openalex.org/F4320337111","funder_display_name":"Basic and Applied Basic Research Foundation of Guangdong Province"},{"id":"https://openalex.org/G574568977","display_name":null,"funder_award_id":"7005986","funder_id":"https://openalex.org/F4320309893","funder_display_name":"City University of Hong Kong"},{"id":"https://openalex.org/G6945421991","display_name":null,"funder_award_id":"62106136","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G7620326010","display_name":null,"funder_award_id":"2024A1515011437","funder_id":"https://openalex.org/F4320337111","funder_display_name":"Basic and Applied Basic Research Foundation of Guangdong Province"},{"id":"https://openalex.org/G8592329818","display_name":null,"funder_award_id":"2022A1515010434","funder_id":"https://openalex.org/F4320337111","funder_display_name":"Basic and Applied Basic Research Foundation of Guangdong Province"}],"funders":[{"id":"https://openalex.org/F4320309893","display_name":"City University of Hong Kong","ror":"https://ror.org/03q8dnn23"},{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"},{"id":"https://openalex.org/F4320337111","display_name":"Basic and Applied Basic Research Foundation of Guangdong Province","ror":null}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":69,"referenced_works":["https://openalex.org/W1550614472","https://openalex.org/W1879834137","https://openalex.org/W1923184257","https://openalex.org/W1979089718","https://openalex.org/W2129250947","https://openalex.org/W2133640696","https://openalex.org/W2134529554","https://openalex.org/W2142992480","https://openalex.org/W2155904486","https://openalex.org/W2181159407","https://openalex.org/W2514638911","https://openalex.org/W2608812095","https://openalex.org/W2741998188","https://openalex.org/W2752197020","https://openalex.org/W2899604627","https://openalex.org/W2903938664","https://openalex.org/W2904419448","https://openalex.org/W2906529026","https://openalex.org/W2906715444","https://openalex.org/W2940742116","https://openalex.org/W2963517422","https://openalex.org/W2963714593","https://openalex.org/W2964199994","https://openalex.org/W2964809302","https://openalex.org/W2965970896","https://openalex.org/W2966840649","https://openalex.org/W2979683452","https://openalex.org/W2988964532","https://openalex.org/W2997969890","https://openalex.org/W3008561560","https://openalex.org/W3021342796","https://openalex.org/W3035751812","https://openalex.org/W3044641639","https://openalex.org/W3120213044","https://openalex.org/W3169978599","https://openalex.org/W3176694003","https://openalex.org/W3176728172","https://openalex.org/W3190490454","https://openalex.org/W3206460183","https://openalex.org/W3206934290","https://openalex.org/W3215900581","https://openalex.org/W4210482833","https://openalex.org/W4214876032","https://openalex.org/W4220873374","https://openalex.org/W4280583218","https://openalex.org/W4283798877","https://openalex.org/W4285076978","https://openalex.org/W4288064731","https://openalex.org/W4289535947","https://openalex.org/W4290713716","https://openalex.org/W4304086868","https://openalex.org/W4310462890","https://openalex.org/W4312280106","https://openalex.org/W4313041774","https://openalex.org/W4320008873","https://openalex.org/W4320713010","https://openalex.org/W4323065031","https://openalex.org/W4353093926","https://openalex.org/W4361801401","https://openalex.org/W4381253801","https://openalex.org/W4386071507","https://openalex.org/W4386071520","https://openalex.org/W4386075537","https://openalex.org/W4386917288","https://openalex.org/W4387968627","https://openalex.org/W4390685528","https://openalex.org/W4393147617","https://openalex.org/W6637568146","https://openalex.org/W6731815755"],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W2748952813","https://openalex.org/W2390279801","https://openalex.org/W2358668433","https://openalex.org/W4396701345","https://openalex.org/W2376932109","https://openalex.org/W2001405890","https://openalex.org/W4396696052","https://openalex.org/W2382290278","https://openalex.org/W4395014643"],"abstract_inverted_index":{"Incomplete":[0],"multi-view":[1],"clustering":[2],"(IMVC)":[3],"presents":[4],"a":[5,80,118,133],"significant":[6],"challenge":[7,31],"due":[8,164],"to":[9,28,33,47,62,102,165,216],"the":[10,20,39,71,96,147,198,209,212],"need":[11],"for":[12,95,171],"effectively":[13,196],"exploring":[14],"complementary":[15,201],"and":[16,128,175,200],"consistent":[17],"information":[18,52,61,202],"within":[19],"context":[21],"of":[22,149,211],"missing":[23,35,40,104,125,150],"views.":[24,205],"One":[25],"promising":[26],"strategy":[27],"tackle":[29],"this":[30,76],"is":[32,101,161],"recover":[34,103],"views":[36,105],"by":[37,110],"inferring":[38],"samples.":[41],"However,":[42],"such":[43,60],"approaches":[44],"often":[45],"fail":[46],"fully":[48],"utilize":[49],"discriminative":[50,107,154],"structural":[51,112,138],"or":[53,65],"adequately":[54],"address":[55],"consistency,":[56],"as":[57,137],"it":[58],"requires":[59],"be":[63],"known":[64],"learnable":[66],"in":[67],"advance,":[68],"which":[69,195],"contradicts":[70],"incomplete":[72,166],"data":[73,126,151],"setting.":[74],"In":[75],"study,":[77],"we":[78,188],"propose":[79],"novel":[81],"approach":[82],"called":[83],"<bold":[84,87],"xmlns:mml=\"http://www.w3.org/1998/Math/MathML\"":[85,88,90],"xmlns:xlink=\"http://www.w3.org/1999/xlink\">La</b>tent":[86],"xmlns:xlink=\"http://www.w3.org/1999/xlink\">S</b>tructure-<bold":[89],"xmlns:xlink=\"http://www.w3.org/1999/xlink\">A</b>ware":[91],"view":[92,173],"recovery":[93,174],"(LaSA)":[94],"IMVC":[97],"task.":[98],"Our":[99],"objective":[100],"through":[106,179],"latent":[108,129],"representations":[109],"leveraging":[111],"information.":[113,139],"Specifically,":[114],"our":[115,168],"method":[116,214],"offers":[117],"unified":[119],"closed-form":[120],"formulation":[121,169],"that":[122],"simultaneously":[123],"performs":[124],"inference":[127,148],"representation":[130],"learning,":[131],"using":[132],"learned":[134],"intrinsic":[135,159,176],"graph":[136,143,160,177],"This":[140],"formulation,":[141],"incorporating":[142],"structure":[144],"information,":[145],"enhances":[146],"while":[152],"facilitating":[153],"feature":[155],"learning.":[156],"Even":[157],"when":[158],"initially":[162],"unknown":[163],"data,":[167],"allows":[170],"effective":[172],"learning":[178],"an":[180,190],"iterative":[181,191],"optimization":[182],"process.":[183],"To":[184],"further":[185],"enhance":[186],"performance,":[187],"introduce":[189],"consistency":[192,199],"diffusion":[193],"process,":[194],"leverages":[197],"across":[203],"multiple":[204],"Extensive":[206],"experiments":[207],"demonstrate":[208],"effectiveness":[210],"proposed":[213],"compared":[215],"state-of-the-art":[217],"approaches.":[218]},"counts_by_year":[{"year":2026,"cited_by_count":5},{"year":2025,"cited_by_count":13},{"year":2024,"cited_by_count":1}],"updated_date":"2025-12-26T23:08:49.675405","created_date":"2025-10-10T00:00:00"}