{"id":"https://openalex.org/W4394951283","doi":"https://doi.org/10.1109/tip.2024.3388974","title":"Fast Continual Multi-View Clustering With Incomplete Views","display_name":"Fast Continual Multi-View Clustering With Incomplete Views","publication_year":2024,"publication_date":"2024-01-01","ids":{"openalex":"https://openalex.org/W4394951283","doi":"https://doi.org/10.1109/tip.2024.3388974","pmid":"https://pubmed.ncbi.nlm.nih.gov/38640047"},"language":"en","primary_location":{"id":"doi:10.1109/tip.2024.3388974","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tip.2024.3388974","pdf_url":null,"source":{"id":"https://openalex.org/S4210173141","display_name":"IEEE Transactions on Image Processing","issn_l":"1057-7149","issn":["1057-7149","1941-0042"],"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 Image Processing","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/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":["School of Computer, National University of Defense Technology, Changsha, China"],"raw_orcid":"https://orcid.org/0000-0001-8749-2869","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/A5064113420","display_name":"Bin Xiao","orcid":"https://orcid.org/0000-0001-8469-5302"},"institutions":[{"id":"https://openalex.org/I10535382","display_name":"Chongqing University of Posts and Telecommunications","ror":"https://ror.org/03dgaqz26","country_code":"CN","type":"education","lineage":["https://openalex.org/I10535382"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Bin Xiao","raw_affiliation_strings":["School of Computer Science and Technology, Chongqing University of Posts and Telecommunications, Chongqing, China"],"raw_orcid":"https://orcid.org/0000-0001-8469-5302","affiliations":[{"raw_affiliation_string":"School of Computer Science and Technology, Chongqing University of Posts and Telecommunications, Chongqing, China","institution_ids":["https://openalex.org/I10535382"]}]},{"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":"https://orcid.org/0000-0001-9066-1475","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/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, Hunan, China"],"raw_orcid":"https://orcid.org/0000-0001-5702-4941","affiliations":[{"raw_affiliation_string":"College of Systems Engineering, National University of Defense Technology, Changsha, Hunan, 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":["School of Computer, National University of Defense Technology, Changsha, China"],"raw_orcid":"https://orcid.org/0000-0002-1868-5445","affiliations":[{"raw_affiliation_string":"School of Computer, National University of Defense Technology, Changsha, China","institution_ids":["https://openalex.org/I170215575"]}]},{"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":["School of Computer, National University of Defense Technology, Changsha, China"],"raw_orcid":"https://orcid.org/0000-0003-2305-7555","affiliations":[{"raw_affiliation_string":"School of Computer, National University of Defense Technology, Changsha, China","institution_ids":["https://openalex.org/I170215575"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":17.8487,"has_fulltext":false,"cited_by_count":65,"citation_normalized_percentile":{"value":0.99456141,"is_in_top_1_percent":true,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":99,"max":100},"biblio":{"volume":"33","issue":null,"first_page":"2995","last_page":"3008"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10689","display_name":"Remote-Sensing Image Classification","score":0.9937000274658203,"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"}},"topics":[{"id":"https://openalex.org/T10689","display_name":"Remote-Sensing Image Classification","score":0.9937000274658203,"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"}},{"id":"https://openalex.org/T10637","display_name":"Advanced Clustering Algorithms Research","score":0.9930999875068665,"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":0.9850999712944031,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.80464768409729},{"id":"https://openalex.org/keywords/cluster-analysis","display_name":"Cluster analysis","score":0.707808792591095},{"id":"https://openalex.org/keywords/scalability","display_name":"Scalability","score":0.6510255932807922},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.5564522743225098},{"id":"https://openalex.org/keywords/complete-information","display_name":"Complete information","score":0.5148786306381226},{"id":"https://openalex.org/keywords/convergence","display_name":"Convergence (economics)","score":0.4298297166824341},{"id":"https://openalex.org/keywords/exploit","display_name":"Exploit","score":0.42850032448768616},{"id":"https://openalex.org/keywords/sparse-matrix","display_name":"Sparse matrix","score":0.4175562858581543},{"id":"https://openalex.org/keywords/theoretical-computer-science","display_name":"Theoretical computer science","score":0.352811723947525},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.3305058181285858},{"id":"https://openalex.org/keywords/database","display_name":"Database","score":0.11053705215454102},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.09805291891098022}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.80464768409729},{"id":"https://openalex.org/C73555534","wikidata":"https://www.wikidata.org/wiki/Q622825","display_name":"Cluster analysis","level":2,"score":0.707808792591095},{"id":"https://openalex.org/C48044578","wikidata":"https://www.wikidata.org/wiki/Q727490","display_name":"Scalability","level":2,"score":0.6510255932807922},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.5564522743225098},{"id":"https://openalex.org/C113336015","wikidata":"https://www.wikidata.org/wiki/Q574010","display_name":"Complete information","level":2,"score":0.5148786306381226},{"id":"https://openalex.org/C2777303404","wikidata":"https://www.wikidata.org/wiki/Q759757","display_name":"Convergence (economics)","level":2,"score":0.4298297166824341},{"id":"https://openalex.org/C165696696","wikidata":"https://www.wikidata.org/wiki/Q11287","display_name":"Exploit","level":2,"score":0.42850032448768616},{"id":"https://openalex.org/C56372850","wikidata":"https://www.wikidata.org/wiki/Q1050404","display_name":"Sparse matrix","level":3,"score":0.4175562858581543},{"id":"https://openalex.org/C80444323","wikidata":"https://www.wikidata.org/wiki/Q2878974","display_name":"Theoretical computer science","level":1,"score":0.352811723947525},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.3305058181285858},{"id":"https://openalex.org/C77088390","wikidata":"https://www.wikidata.org/wiki/Q8513","display_name":"Database","level":1,"score":0.11053705215454102},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.09805291891098022},{"id":"https://openalex.org/C144237770","wikidata":"https://www.wikidata.org/wiki/Q747534","display_name":"Mathematical economics","level":1,"score":0.0},{"id":"https://openalex.org/C62520636","wikidata":"https://www.wikidata.org/wiki/Q944","display_name":"Quantum mechanics","level":1,"score":0.0},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.0},{"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/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","level":0,"score":0.0},{"id":"https://openalex.org/C38652104","wikidata":"https://www.wikidata.org/wiki/Q3510521","display_name":"Computer security","level":1,"score":0.0},{"id":"https://openalex.org/C163716315","wikidata":"https://www.wikidata.org/wiki/Q901177","display_name":"Gaussian","level":2,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/tip.2024.3388974","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tip.2024.3388974","pdf_url":null,"source":{"id":"https://openalex.org/S4210173141","display_name":"IEEE Transactions on Image Processing","issn_l":"1057-7149","issn":["1057-7149","1941-0042"],"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 Image Processing","raw_type":"journal-article"},{"id":"pmid:38640047","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/38640047","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 image processing : a publication of the IEEE Signal Processing Society","raw_type":null}],"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/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/G6288757633","display_name":null,"funder_award_id":"62376039","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"},{"id":"https://openalex.org/G7090326123","display_name":"\u7f3a\u635f\u6570\u636e\u7684\u9c81\u68d2\u975e\u5b8c\u6574\u591a\u89c6\u56fe\u5b66\u4e60\u65b9\u6cd5\u53ca\u5176\u89c6\u89c9\u5e94\u7528\u7814\u7a76","funder_award_id":"62071157","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G7472951861","display_name":null,"funder_award_id":"2020AAA0107100","funder_id":"https://openalex.org/F4320335777","funder_display_name":"National Key Research and Development Program of China"}],"funders":[{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"},{"id":"https://openalex.org/F4320335777","display_name":"National Key Research and Development Program of China","ror":null}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":90,"referenced_works":["https://openalex.org/W253433213","https://openalex.org/W1572158434","https://openalex.org/W1879834137","https://openalex.org/W1937059634","https://openalex.org/W2043545458","https://openalex.org/W2082967391","https://openalex.org/W2092403294","https://openalex.org/W2181159407","https://openalex.org/W2199534117","https://openalex.org/W2405459681","https://openalex.org/W2584959193","https://openalex.org/W2752190933","https://openalex.org/W2788388592","https://openalex.org/W2896169497","https://openalex.org/W2898199757","https://openalex.org/W2903938664","https://openalex.org/W2912580424","https://openalex.org/W2914816584","https://openalex.org/W2943198703","https://openalex.org/W2950579627","https://openalex.org/W2963517422","https://openalex.org/W2964199994","https://openalex.org/W2965174731","https://openalex.org/W2965510190","https://openalex.org/W2988613494","https://openalex.org/W3002166600","https://openalex.org/W3035241963","https://openalex.org/W3035751812","https://openalex.org/W3047358409","https://openalex.org/W3091192503","https://openalex.org/W3093073969","https://openalex.org/W3103421582","https://openalex.org/W3117265891","https://openalex.org/W3118054267","https://openalex.org/W3120213044","https://openalex.org/W3138592185","https://openalex.org/W3140079845","https://openalex.org/W3149863265","https://openalex.org/W3160166991","https://openalex.org/W3177174095","https://openalex.org/W3181419498","https://openalex.org/W3183406698","https://openalex.org/W3198715278","https://openalex.org/W3206934290","https://openalex.org/W3217784147","https://openalex.org/W4200226646","https://openalex.org/W4205660500","https://openalex.org/W4212834658","https://openalex.org/W4214544745","https://openalex.org/W4225877894","https://openalex.org/W4226219101","https://openalex.org/W4280632002","https://openalex.org/W4283792797","https://openalex.org/W4286829927","https://openalex.org/W4290713716","https://openalex.org/W4304091655","https://openalex.org/W4304091792","https://openalex.org/W4304098891","https://openalex.org/W4306317449","https://openalex.org/W4312238451","https://openalex.org/W4312622641","https://openalex.org/W4313306350","https://openalex.org/W4323338655","https://openalex.org/W4324292597","https://openalex.org/W4361801401","https://openalex.org/W4361984358","https://openalex.org/W4367849720","https://openalex.org/W4376619374","https://openalex.org/W4377130817","https://openalex.org/W4379599555","https://openalex.org/W4380303532","https://openalex.org/W4382202887","https://openalex.org/W4382203265","https://openalex.org/W4385489739","https://openalex.org/W4386071520","https://openalex.org/W4386075537","https://openalex.org/W4386395835","https://openalex.org/W4386435736","https://openalex.org/W4387209462","https://openalex.org/W4391568866","https://openalex.org/W4393380945","https://openalex.org/W6685357932","https://openalex.org/W6689820849","https://openalex.org/W6731811539","https://openalex.org/W6731815755","https://openalex.org/W6769882874","https://openalex.org/W6770334317","https://openalex.org/W6850621827","https://openalex.org/W6853295228","https://openalex.org/W6857845954"],"related_works":["https://openalex.org/W17155033","https://openalex.org/W3207760230","https://openalex.org/W1496222301","https://openalex.org/W4312814274","https://openalex.org/W1590307681","https://openalex.org/W2536018345","https://openalex.org/W4285370786","https://openalex.org/W2296488620","https://openalex.org/W2358353312","https://openalex.org/W2353836703"],"abstract_inverted_index":{"Multi-view":[0],"clustering":[1],"(MVC)":[2],"has":[3],"attracted":[4],"broad":[5],"attention":[6],"due":[7],"to":[8,11,60,79,88,103,132,180,191,205],"its":[9,147],"capacity":[10],"exploit":[12],"consistent":[13,116],"and":[14,46,117,145,157,185,213],"complementary":[15,118],"information":[16,107],"across":[17],"views.":[18,91,121],"This":[19],"paper":[20],"focuses":[21],"on":[22,219],"a":[23,140,186,201],"challenging":[24],"issue":[25],"in":[26,44,71,99],"MVC":[27,100],"called":[28],"the":[29,48,112,137,150,160,165,170,207,223,228],"incomplete":[30,90,94,106,152],"continual":[31,95,109],"data":[32,51,96,110,161],"problem":[33,97,209],"(ICDP).":[34],"Specifically,":[35,136],"most":[36],"existing":[37],"algorithms":[38],"assume":[39],"that":[40,164,177],"views":[41,54,67,167],"are":[42,55,168,189],"available":[43,235],"advance":[45],"overlook":[47],"scenarios":[49],"where":[50],"observations":[52],"of":[53,85,114,225],"accumulated":[56],"over":[57,227],"time.":[58],"Due":[59],"privacy":[61],"considerations":[62],"or":[63],"memory":[64],"limitations,":[65],"previous":[66],"cannot":[68],"be":[69],"stored":[70],"these":[72],"situations.":[73],"Some":[74],"works":[75],"have":[76,178],"proposed":[77],"ways":[78],"handle":[80],"this":[81,134],"problem,":[82],"but":[83],"all":[84,159],"them":[86],"fail":[87],"address":[89,133],"Such":[92],"an":[93],"(ICDP)":[98],"is":[101,233],"difficult":[102],"solve":[104,206],"since":[105],"with":[108,128,149,194,210],"increases":[111],"difficulty":[113],"extracting":[115],"knowledge":[119,148],"among":[120],"We":[122],"propose":[123],"Fast":[124],"Continual":[125],"Multi-View":[126],"Clustering":[127],"Incomplete":[129],"Views":[130],"(FCMVC-IV)":[131],"issue.":[135],"method":[138],"maintains":[139],"scalable":[141],"consensus":[142],"coefficient":[143],"matrix":[144,188],"updates":[146],"incoming":[151],"view":[153,173],"rather":[154],"than":[155],"storing":[156],"recomputing":[158],"matrices.":[162],"Considering":[163],"given":[166],"incomplete,":[169],"newly":[171],"collected":[172],"might":[174],"contain":[175],"samples":[176],"yet":[179],"appear;":[181],"two":[182],"indicator":[183],"matrices":[184,193],"rotation":[187],"developed":[190],"match":[192],"different":[195],"dimensions.":[196],"In":[197],"addition,":[198],"we":[199],"design":[200],"three-step":[202],"iterative":[203],"algorithm":[204],"resultant":[208],"linear":[211],"complexity":[212],"proven":[214],"convergence.":[215],"Comprehensive":[216],"experiments":[217],"conducted":[218],"various":[220],"datasets":[221],"demonstrate":[222],"superiority":[224],"FCMVC-IV":[226],"competing":[229],"approaches.":[230],"The":[231],"code":[232],"publicly":[234],"at":[236],"https://github.com/wanxinhang/FCMVC-IV.":[237]},"counts_by_year":[{"year":2026,"cited_by_count":14},{"year":2025,"cited_by_count":37},{"year":2024,"cited_by_count":14}],"updated_date":"2026-07-02T09:51:11.867554","created_date":"2025-10-10T00:00:00"}
