{"id":"https://openalex.org/W4413966965","doi":"https://doi.org/10.1109/tkde.2025.3605594","title":"Incremental Multi-View Clustering: Exploring Stream-View Correlations to Learn Consistency and Diversity","display_name":"Incremental Multi-View Clustering: Exploring Stream-View Correlations to Learn Consistency and Diversity","publication_year":2025,"publication_date":"2025-09-03","ids":{"openalex":"https://openalex.org/W4413966965","doi":"https://doi.org/10.1109/tkde.2025.3605594"},"language":"en","primary_location":{"id":"doi:10.1109/tkde.2025.3605594","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tkde.2025.3605594","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":false,"oa_status":"closed","oa_url":null,"any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5100692359","display_name":"Yu Feng","orcid":"https://orcid.org/0009-0002-2725-9605"},"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":"Yu Feng","raw_affiliation_strings":["College of Computer Science and Technology, National University of Defense Technology, Changsha, China"],"raw_orcid":"https://orcid.org/0009-0002-2725-9605","affiliations":[{"raw_affiliation_string":"College of Computer Science and Technology, National University of Defense Technology, Changsha, China","institution_ids":["https://openalex.org/I170215575"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5060806053","display_name":"Weixuan Liang","orcid":"https://orcid.org/0000-0002-1868-5445"},"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":"Weixuan Liang","raw_affiliation_strings":["College of Computer Science and Technology, National University of Defense Technology, Changsha, China"],"raw_orcid":"https://orcid.org/0000-0002-1868-5445","affiliations":[{"raw_affiliation_string":"College of Computer Science and Technology, National University of Defense Technology, Changsha, China","institution_ids":["https://openalex.org/I170215575"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5091803165","display_name":"Xinhang Wan","orcid":"https://orcid.org/0000-0001-8749-2869"},"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":"Xinhang Wan","raw_affiliation_strings":["College of Computer Science and Technology, National University of Defense Technology, Changsha, China"],"raw_orcid":"https://orcid.org/0000-0001-8749-2869","affiliations":[{"raw_affiliation_string":"College of Computer Science and Technology, National University of Defense Technology, Changsha, China","institution_ids":["https://openalex.org/I170215575"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100657881","display_name":"Jiyuan Liu","orcid":"https://orcid.org/0000-0001-5702-4941"},"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":"Jiyuan Liu","raw_affiliation_strings":["College of Systems Engineering, National University of Defense Technology, Changsha, China"],"raw_orcid":"https://orcid.org/0000-0001-5702-4941","affiliations":[{"raw_affiliation_string":"College of Systems Engineering, 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/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":["College of Electronic Information and Electrical Engineering, Changsha University, Changsha, China"],"raw_orcid":"https://orcid.org/0000-0001-7678-687X","affiliations":[{"raw_affiliation_string":"College of Electronic Information and Electrical Engineering, Changsha University, Changsha, China","institution_ids":["https://openalex.org/I198357462"]}]},{"author_position":"last","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 Science and Technology, National University of Defense Technology, Changsha, China"],"raw_orcid":"https://orcid.org/0000-0001-9066-1475","affiliations":[{"raw_affiliation_string":"College of Computer Science and Technology, National University of Defense Technology, Changsha, China","institution_ids":["https://openalex.org/I170215575"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":6,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":8.7939,"has_fulltext":false,"cited_by_count":5,"citation_normalized_percentile":{"value":0.9749713,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":95,"max":99},"biblio":{"volume":"37","issue":"12","first_page":"7226","last_page":"7239"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10637","display_name":"Advanced Clustering Algorithms Research","score":0.7595000267028809,"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":0.7595000267028809,"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/T10538","display_name":"Data Mining Algorithms and Applications","score":0.6937999725341797,"subfield":{"id":"https://openalex.org/subfields/1710","display_name":"Information Systems"},"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/T10215","display_name":"Semantic Web and Ontologies","score":0.6554999947547913,"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":0.7706351280212402},{"id":"https://openalex.org/keywords/cluster-analysis","display_name":"Cluster analysis","score":0.7070448994636536},{"id":"https://openalex.org/keywords/consistency","display_name":"Consistency (knowledge bases)","score":0.6156429052352905},{"id":"https://openalex.org/keywords/diversity","display_name":"Diversity (politics)","score":0.49182581901550293},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.43331605195999146},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.3743865489959717}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7706351280212402},{"id":"https://openalex.org/C73555534","wikidata":"https://www.wikidata.org/wiki/Q622825","display_name":"Cluster analysis","level":2,"score":0.7070448994636536},{"id":"https://openalex.org/C2776436953","wikidata":"https://www.wikidata.org/wiki/Q5163215","display_name":"Consistency (knowledge bases)","level":2,"score":0.6156429052352905},{"id":"https://openalex.org/C2781316041","wikidata":"https://www.wikidata.org/wiki/Q1230584","display_name":"Diversity (politics)","level":2,"score":0.49182581901550293},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.43331605195999146},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3743865489959717},{"id":"https://openalex.org/C19165224","wikidata":"https://www.wikidata.org/wiki/Q23404","display_name":"Anthropology","level":1,"score":0.0},{"id":"https://openalex.org/C144024400","wikidata":"https://www.wikidata.org/wiki/Q21201","display_name":"Sociology","level":0,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/tkde.2025.3605594","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tkde.2025.3605594","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"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G2455478723","display_name":null,"funder_award_id":"62276271","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G3930773365","display_name":null,"funder_award_id":"62376279","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G4236973053","display_name":null,"funder_award_id":"U24A20333","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G5729763073","display_name":null,"funder_award_id":"62325604","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G6562299470","display_name":null,"funder_award_id":"62441618","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G6603744613","display_name":null,"funder_award_id":"62306324","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":74,"referenced_works":["https://openalex.org/W1638081485","https://openalex.org/W1907775068","https://openalex.org/W1997201895","https://openalex.org/W2091449379","https://openalex.org/W2199534117","https://openalex.org/W2400732335","https://openalex.org/W2405459681","https://openalex.org/W2415640674","https://openalex.org/W2520894513","https://openalex.org/W2532039214","https://openalex.org/W2560185252","https://openalex.org/W2565835729","https://openalex.org/W2565989828","https://openalex.org/W2605146283","https://openalex.org/W2807841289","https://openalex.org/W2893830906","https://openalex.org/W2921034963","https://openalex.org/W2949579163","https://openalex.org/W2951897416","https://openalex.org/W2954752948","https://openalex.org/W2964199994","https://openalex.org/W2965510190","https://openalex.org/W2981206386","https://openalex.org/W2997707481","https://openalex.org/W2997739739","https://openalex.org/W3023700315","https://openalex.org/W3095709006","https://openalex.org/W3149863265","https://openalex.org/W3151676333","https://openalex.org/W3151867486","https://openalex.org/W3154138201","https://openalex.org/W3198715278","https://openalex.org/W3205512245","https://openalex.org/W3207537336","https://openalex.org/W4283698777","https://openalex.org/W4283792797","https://openalex.org/W4283827931","https://openalex.org/W4285483676","https://openalex.org/W4289341676","https://openalex.org/W4304098891","https://openalex.org/W4310077837","https://openalex.org/W4312238451","https://openalex.org/W4312251623","https://openalex.org/W4313041774","https://openalex.org/W4315926876","https://openalex.org/W4323338368","https://openalex.org/W4323338655","https://openalex.org/W4361859495","https://openalex.org/W4367280449","https://openalex.org/W4385764499","https://openalex.org/W4386172495","https://openalex.org/W4386851782","https://openalex.org/W4387969586","https://openalex.org/W4389692446","https://openalex.org/W4391984607","https://openalex.org/W4392173777","https://openalex.org/W4392823840","https://openalex.org/W4394730824","https://openalex.org/W4396753439","https://openalex.org/W4396877883","https://openalex.org/W4400690927","https://openalex.org/W4401024695","https://openalex.org/W4401807696","https://openalex.org/W4401990301","https://openalex.org/W4402468037","https://openalex.org/W4402674183","https://openalex.org/W4403600947","https://openalex.org/W4403791548","https://openalex.org/W4403791614","https://openalex.org/W4405598738","https://openalex.org/W4406321832","https://openalex.org/W4408441345","https://openalex.org/W4409347079","https://openalex.org/W4409364445"],"related_works":["https://openalex.org/W4298130764","https://openalex.org/W2804364458","https://openalex.org/W2132641928","https://openalex.org/W4310225030","https://openalex.org/W2090259340","https://openalex.org/W1926736923","https://openalex.org/W2158836806","https://openalex.org/W2393816671","https://openalex.org/W1603736412","https://openalex.org/W2083665254"],"abstract_inverted_index":{"Multi-view":[0],"clustering":[1,92],"(MVC)":[2],"has":[3],"demonstrated":[4],"impressive":[5],"performance":[6],"due":[7],"to":[8,11,63,74,89,97,104,147,205,251],"its":[9,187,197,266],"ability":[10],"capture":[12,148,233],"both":[13],"consistency":[14,69,136,198],"and":[15,44,79,127,143,172,189,199,236,243],"diversity":[16,77,141,200,237],"information":[17,78,106,142,201],"among":[18],"views.":[19,58,193],"However,":[20],"most":[21],"existing":[22,131],"techniques":[23],"assume":[24],"that":[25,84,133,260],"all":[26,56,99],"views":[27,101],"are":[28,87],"available":[29],"in":[30,40,207,268],"advance,":[31],"making":[32],"them":[33],"inadequate":[34],"for":[35],"stream-view":[36,270],"data,":[37],"such":[38],"as":[39,94],"intelligent":[41],"transportation":[42],"systems":[43],"medical":[45],"imaging":[46],"analysis,":[47],"where":[48],"memory":[49],"constraints":[50],"or":[51],"privacy":[52],"concerns":[53],"prevent":[54],"storing":[55],"previous":[57,100],"Although":[59],"some":[60],"methods":[61,132],"attempt":[62],"address":[64,112],"this":[65,153],"issue":[66],"by":[67,202],"capturing":[68],"information,":[70,137,238],"they":[71],"often":[72],"fail":[73],"effectively":[75,232],"extract":[76],"cross-view":[80,149,234],"relationships.":[81,150],"We":[82],"argue":[83],"these":[85,113,228],"limitations":[86],"inherent":[88],"incremental":[90],"multi-view":[91],"(IMVC),":[93],"the":[95,160,167,173,208,214,221,253],"inability":[96],"retain":[98,135],"inevitably":[102],"leads":[103],"insufficient":[105],"utilization,":[107],"thereby":[108],"compromising":[109],"performance.":[110],"To":[111,151],"challenges,":[114],"we":[115,155],"propose":[116],"a":[117,179],"novel":[118],"algorithm,":[119],"termed":[120],"Incremental":[121],"Multi-View":[122],"Clustering":[123],"with":[124,191],"Cross-View":[125],"Correlation":[126],"Diversity":[128],"(CDIMVC).":[129],"Unlike":[130],"only":[134],"CDIMVC":[138,230,261],"also":[139,249],"preserves":[140],"utilizes":[144],"similarity":[145],"matrices":[146],"implement":[152],"method,":[154],"develop":[156],"three":[157],"key":[158],"modules:":[159],"dynamic":[161],"view":[162,182],"correlation":[163,190],"analysis":[164],"module":[165,170,176],"(DVCAM),":[166],"knowledge":[168,174,209,241],"extraction":[169],"(KEM),":[171],"transfer":[175],"(KTM).":[177],"When":[178],"new":[180],"data":[181],"arrives,":[183],"DVCAM":[184],"first":[185],"assesses":[186],"importance":[188],"historical":[192,224],"Subsequently,":[194],"KEM":[195],"computes":[196],"comparing":[203],"it":[204],"those":[206],"base.":[210],"Finally,":[211],"KTM":[212],"facilitates":[213],"effective":[215],"transmission":[216],"of":[217,223],"past":[218],"knowledge,":[219],"preventing":[220],"loss":[222],"information.":[225],"By":[226],"integrating":[227],"modules,":[229],"can":[231],"relationships":[235],"facilitating":[239],"efficient":[240],"updating":[242],"maintenance.":[244],"An":[245],"alternating":[246],"procedure":[247],"is":[248],"designed":[250],"optimize":[252],"resulting":[254],"optimization":[255],"problem.":[256],"Experimental":[257],"results":[258],"show":[259],"exceeds":[262],"state-of-the-art":[263],"methods,":[264],"demonstrating":[265],"effectiveness":[267],"handling":[269],"data.":[271]},"counts_by_year":[{"year":2026,"cited_by_count":3},{"year":2025,"cited_by_count":2}],"updated_date":"2026-06-11T09:08:48.828518","created_date":"2025-10-10T00:00:00"}
