{"id":"https://openalex.org/W4413472091","doi":"https://doi.org/10.1109/tpami.2025.3601533","title":"Communication-Efficient Federated Multi-View Clustering","display_name":"Communication-Efficient Federated Multi-View Clustering","publication_year":2025,"publication_date":"2025-08-23","ids":{"openalex":"https://openalex.org/W4413472091","doi":"https://doi.org/10.1109/tpami.2025.3601533","pmid":"https://pubmed.ncbi.nlm.nih.gov/40844944"},"language":"en","primary_location":{"id":"doi:10.1109/tpami.2025.3601533","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tpami.2025.3601533","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/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","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, China","institution_ids":["https://openalex.org/I170215575"]},{"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/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, China","College of Computer, National University of Defense Technology, Changsha, Hunan, China"],"raw_orcid":"https://orcid.org/0000-0001-9066-1475","affiliations":[{"raw_affiliation_string":"College of Computer, National University of Defense Technology, Changsha, China","institution_ids":["https://openalex.org/I170215575"]},{"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/A5010618014","display_name":"Siqi Wang","orcid":"https://orcid.org/0009-0003-7985-6492"},"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":"Siqi Wang","raw_affiliation_strings":["College of Computer, National University of Defense Technology, Changsha, China","College of Computer, National University of Defense Technology, Changsha, Hunan, China"],"raw_orcid":"https://orcid.org/0009-0003-7985-6492","affiliations":[{"raw_affiliation_string":"College of Computer, National University of Defense Technology, Changsha, China","institution_ids":["https://openalex.org/I170215575"]},{"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/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, National University of Defense Technology, Changsha, China","College of Computer, National University of Defense Technology, Changsha, Hunan, China"],"raw_orcid":"https://orcid.org/0000-0001-8749-2869","affiliations":[{"raw_affiliation_string":"College of Computer, National University of Defense Technology, Changsha, China","institution_ids":["https://openalex.org/I170215575"]},{"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/A5100440903","display_name":"Dongsheng Li","orcid":"https://orcid.org/0000-0001-9743-2034"},"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":"Dongsheng Li","raw_affiliation_strings":["National Key Laboratory of Parallel and Distributed Computing, National University of Defense Technology, Changsha, China","National Key Laboratory of Parallel and Distributed Computing, National University of Defense Technology, Chang sha, Hunan, China"],"raw_orcid":"https://orcid.org/0000-0001-9743-2034","affiliations":[{"raw_affiliation_string":"National Key Laboratory of Parallel and Distributed Computing, National University of Defense Technology, Changsha, China","institution_ids":["https://openalex.org/I170215575"]},{"raw_affiliation_string":"National Key Laboratory of Parallel and Distributed Computing, National University of Defense Technology, Chang sha, Hunan, China","institution_ids":["https://openalex.org/I170215575"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100625357","display_name":"Kai Lu","orcid":"https://orcid.org/0000-0003-2284-7897"},"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":"Kai Lu","raw_affiliation_strings":["College of Computer, National University of Defense Technology, Changsha, China","College of Computer, National University of Defense Technology, Changsha, Hunan, China"],"raw_orcid":"https://orcid.org/0000-0003-2284-7897","affiliations":[{"raw_affiliation_string":"College of Computer, National University of Defense Technology, Changsha, China","institution_ids":["https://openalex.org/I170215575"]},{"raw_affiliation_string":"College of Computer, National University of Defense Technology, Changsha, Hunan, China","institution_ids":["https://openalex.org/I170215575"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5027802880","display_name":"Kunlun He","orcid":"https://orcid.org/0000-0002-3335-5700"},"institutions":[{"id":"https://openalex.org/I2802939634","display_name":"Chinese PLA General Hospital","ror":"https://ror.org/04gw3ra78","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I2802939634"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Kunlun He","raw_affiliation_strings":["Chinese PLA General Hospital, Beijing, China"],"raw_orcid":"https://orcid.org/0000-0002-3335-5700","affiliations":[{"raw_affiliation_string":"Chinese PLA General Hospital, Beijing, China","institution_ids":["https://openalex.org/I2802939634"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":14.2061,"has_fulltext":false,"cited_by_count":11,"citation_normalized_percentile":{"value":0.98729085,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":96,"max":100},"biblio":{"volume":"48","issue":"1","first_page":"17","last_page":"32"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10637","display_name":"Advanced Clustering Algorithms Research","score":0.9210000038146973,"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":0.9210000038146973,"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":0.7616534233093262},{"id":"https://openalex.org/keywords/cluster-analysis","display_name":"Cluster analysis","score":0.6297252178192139},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.510922372341156},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.3553859293460846}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7616534233093262},{"id":"https://openalex.org/C73555534","wikidata":"https://www.wikidata.org/wiki/Q622825","display_name":"Cluster analysis","level":2,"score":0.6297252178192139},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.510922372341156},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.3553859293460846}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/tpami.2025.3601533","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tpami.2025.3601533","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:40844944","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/40844944","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}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G2277931485","display_name":null,"funder_award_id":"62421002","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"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/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":51,"referenced_works":["https://openalex.org/W1923184257","https://openalex.org/W2103560185","https://openalex.org/W2150856297","https://openalex.org/W2164339920","https://openalex.org/W2405459681","https://openalex.org/W2569859441","https://openalex.org/W2752190933","https://openalex.org/W2809299793","https://openalex.org/W2898233200","https://openalex.org/W2912213068","https://openalex.org/W2965624713","https://openalex.org/W2997739739","https://openalex.org/W3023700315","https://openalex.org/W3032338640","https://openalex.org/W3037214631","https://openalex.org/W3047432317","https://openalex.org/W3098802639","https://openalex.org/W3117265891","https://openalex.org/W3143107425","https://openalex.org/W3149863265","https://openalex.org/W3192375950","https://openalex.org/W4214544745","https://openalex.org/W4214876032","https://openalex.org/W4224926219","https://openalex.org/W4246066915","https://openalex.org/W4281719469","https://openalex.org/W4283792797","https://openalex.org/W4283827931","https://openalex.org/W4289341676","https://openalex.org/W4289535947","https://openalex.org/W4315926876","https://openalex.org/W4321488152","https://openalex.org/W4323338655","https://openalex.org/W4360753265","https://openalex.org/W4386071507","https://openalex.org/W4386755685","https://openalex.org/W4386917288","https://openalex.org/W4387969777","https://openalex.org/W4389076299","https://openalex.org/W4391250546","https://openalex.org/W4393252733","https://openalex.org/W4400524780","https://openalex.org/W4400524870","https://openalex.org/W4401024686","https://openalex.org/W4401728098","https://openalex.org/W4403780799","https://openalex.org/W4403791251","https://openalex.org/W4404300333","https://openalex.org/W4408095394","https://openalex.org/W4413145961","https://openalex.org/W4415798049"],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W2899084033","https://openalex.org/W2748952813","https://openalex.org/W2390279801","https://openalex.org/W4391913857","https://openalex.org/W2358668433","https://openalex.org/W4396701345","https://openalex.org/W2376932109","https://openalex.org/W2001405890","https://openalex.org/W4396696052"],"abstract_inverted_index":{"Federated":[0],"multi-view":[1,98,197,204],"clustering":[2,99,198,205],"is":[3,123,167],"an":[4,18],"emerging":[5],"machine":[6],"learning":[7],"paradigm":[8],"that":[9],"groups":[10],"the":[11,43,64,74,103,112,121,132,148,159,164],"data":[12,50,71,104,133],"with":[13,106,194],"each":[14,53],"view":[15],"distributed":[16],"on":[17,169,181,207],"isolated":[19],"client":[20],"while":[21],"preserving":[22],"their":[23,49,85],"privacies.":[24],"Although":[25],"recent":[26],"researches":[27,68],"have":[28],"proposed":[29,165],"a":[30,95],"few":[31],"feasible":[32],"solutions,":[33],"they":[34],"are":[35,45,115,141],"severely":[36],"limited":[37],"by":[38,72,101,125],"two":[39,114],"drawbacks.":[40],"In":[41],"specific,":[42],"clients":[44],"required":[46,143],"to":[47,59,83,130,144,152,158],"share":[48],"representations":[51],"at":[52,191],"iteration":[54],"of":[55,161],"model":[56,118],"training,":[57],"leading":[58],"heavy":[60],"communication":[61,188],"overhead.":[62],"On":[63],"other":[65],"hand,":[66],"existing":[67,195],"handle":[69],"large-scale":[70],"employing":[73],"matrix":[75],"factorization":[76],"and":[77,108,186,209],"neural":[78],"network":[79],"encoding":[80],"techniques,":[81],"failing":[82],"utilize":[84],"similarity":[86],"information":[87],"sufficiently.":[88],"To":[89],"address":[90],"these":[91],"issues,":[92],"we":[93],"propose":[94],"communication-efficient":[96],"federated":[97,196],"framework":[100,122],"approximating":[102],"representation":[105],"pseudo-label":[107],"centroid":[109],"matrix,":[110],"where":[111],"latter":[113],"shared":[116],"in":[117,155],"training.":[119],"Meanwhile,":[120],"instanced":[124],"incorporating":[126],"linear":[127,139,156],"kernel":[128],"function":[129],"consider":[131],"pairwise":[134],"similarities.":[135],"Note":[136],"that,":[137],"corresponding":[138],"kernels":[140],"not":[142,173],"compute":[145],"explicitly,":[146],"making":[147],"resultant":[149],"method":[150,166],"able":[151],"be":[153],"optimized":[154],"complexity":[157],"number":[160],"samples.":[162],"Nevertheless,":[163],"evaluated":[168],"benchmark":[170],"datasets.":[171],"It":[172],"only":[174],"achieves":[175],"inspiring":[176],"results":[177],"(26.84%":[178],"accuracy":[179],"improvement":[180],"average,":[182],"2.9$_\\times$\u00d7-2153$_\\times$\u00d7":[183],"computation":[184,210],"speedup":[185],"98.4%":[187],"overhead":[189],"reduction":[190],"most)":[192],"compared":[193],"methods,":[199],"but":[200],"also":[201],"outperforms":[202],"centralized":[203],"approaches":[206],"performance":[208],"efficiency.":[211]},"counts_by_year":[{"year":2026,"cited_by_count":8},{"year":2025,"cited_by_count":3}],"updated_date":"2026-07-17T09:13:05.818461","created_date":"2025-10-10T00:00:00"}
