{"id":"https://openalex.org/W4410770535","doi":"https://doi.org/10.1109/tcsvt.2025.3573927","title":"Incomplete Multiview Clustering Using Discriminative Feature Recovery and Tensorized Matrix Factorization","display_name":"Incomplete Multiview Clustering Using Discriminative Feature Recovery and Tensorized Matrix Factorization","publication_year":2025,"publication_date":"2025-05-27","ids":{"openalex":"https://openalex.org/W4410770535","doi":"https://doi.org/10.1109/tcsvt.2025.3573927"},"language":"en","primary_location":{"id":"doi:10.1109/tcsvt.2025.3573927","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tcsvt.2025.3573927","pdf_url":null,"source":{"id":"https://openalex.org/S115173108","display_name":"IEEE Transactions on Circuits and Systems for Video Technology","issn_l":"1051-8215","issn":["1051-8215","1558-2205"],"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 Circuits and Systems for Video Technology","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/A5102218959","display_name":"Xinxin Wang","orcid":"https://orcid.org/0009-0000-6065-7651"},"institutions":[{"id":"https://openalex.org/I204512498","display_name":"University of Macau","ror":"https://ror.org/01r4q9n85","country_code":"MO","type":"education","lineage":["https://openalex.org/I204512498"]}],"countries":["MO"],"is_corresponding":false,"raw_author_name":"Xinxin Wang","raw_affiliation_strings":["Department of Computer and Information Science, University of Macau, Macau, China"],"raw_orcid":"https://orcid.org/0009-0000-6065-7651","affiliations":[{"raw_affiliation_string":"Department of Computer and Information Science, University of Macau, Macau, China","institution_ids":["https://openalex.org/I204512498"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5038549098","display_name":"Yongshan Zhang","orcid":"https://orcid.org/0000-0001-5817-1732"},"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":"Yongshan Zhang","raw_affiliation_strings":["School of Computer Science, China University of Geosciences, Wuhan, China"],"raw_orcid":"https://orcid.org/0000-0001-5817-1732","affiliations":[{"raw_affiliation_string":"School of Computer Science, China University of Geosciences, Wuhan, China","institution_ids":["https://openalex.org/I3124059619"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100436731","display_name":"Jie Zhang","orcid":"https://orcid.org/0000-0002-3354-0690"},"institutions":[{"id":"https://openalex.org/I204512498","display_name":"University of Macau","ror":"https://ror.org/01r4q9n85","country_code":"MO","type":"education","lineage":["https://openalex.org/I204512498"]}],"countries":["MO"],"is_corresponding":false,"raw_author_name":"Jie Zhang","raw_affiliation_strings":["Department of Computer and Information Science, University of Macau, Macau, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computer and Information Science, University of Macau, Macau, China","institution_ids":["https://openalex.org/I204512498"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5009595085","display_name":"Yicong Zhou","orcid":"https://orcid.org/0000-0002-4487-6384"},"institutions":[{"id":"https://openalex.org/I204512498","display_name":"University of Macau","ror":"https://ror.org/01r4q9n85","country_code":"MO","type":"education","lineage":["https://openalex.org/I204512498"]}],"countries":["MO"],"is_corresponding":false,"raw_author_name":"Yicong Zhou","raw_affiliation_strings":["Department of Computer and Information Science, University of Macau, Macau, China"],"raw_orcid":"https://orcid.org/0000-0002-4487-6384","affiliations":[{"raw_affiliation_string":"Department of Computer and Information Science, University of Macau, Macau, China","institution_ids":["https://openalex.org/I204512498"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":2,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":7.7858,"has_fulltext":false,"cited_by_count":7,"citation_normalized_percentile":{"value":0.9694287,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":96,"max":99},"biblio":{"volume":"35","issue":"11","first_page":"10716","last_page":"10727"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11550","display_name":"Text and Document Classification Technologies","score":0.9438999891281128,"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/T11550","display_name":"Text and Document Classification Technologies","score":0.9438999891281128,"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/discriminative-model","display_name":"Discriminative model","score":0.673845112323761},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.6503084897994995},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.63039630651474},{"id":"https://openalex.org/keywords/matrix-decomposition","display_name":"Matrix decomposition","score":0.6201533079147339},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5978280305862427},{"id":"https://openalex.org/keywords/cluster-analysis","display_name":"Cluster analysis","score":0.5849793553352356},{"id":"https://openalex.org/keywords/non-negative-matrix-factorization","display_name":"Non-negative matrix factorization","score":0.5722590088844299},{"id":"https://openalex.org/keywords/feature","display_name":"Feature (linguistics)","score":0.4575071334838867},{"id":"https://openalex.org/keywords/feature-extraction","display_name":"Feature extraction","score":0.45481929183006287},{"id":"https://openalex.org/keywords/computer-vision","display_name":"Computer vision","score":0.4441472887992859},{"id":"https://openalex.org/keywords/matrix-algebra","display_name":"Matrix algebra","score":0.42329180240631104},{"id":"https://openalex.org/keywords/sparse-matrix","display_name":"Sparse matrix","score":0.4136936664581299},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.3417508900165558}],"concepts":[{"id":"https://openalex.org/C97931131","wikidata":"https://www.wikidata.org/wiki/Q5282087","display_name":"Discriminative model","level":2,"score":0.673845112323761},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6503084897994995},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.63039630651474},{"id":"https://openalex.org/C42355184","wikidata":"https://www.wikidata.org/wiki/Q1361088","display_name":"Matrix decomposition","level":3,"score":0.6201533079147339},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5978280305862427},{"id":"https://openalex.org/C73555534","wikidata":"https://www.wikidata.org/wiki/Q622825","display_name":"Cluster analysis","level":2,"score":0.5849793553352356},{"id":"https://openalex.org/C152671427","wikidata":"https://www.wikidata.org/wiki/Q10843505","display_name":"Non-negative matrix factorization","level":4,"score":0.5722590088844299},{"id":"https://openalex.org/C2776401178","wikidata":"https://www.wikidata.org/wiki/Q12050496","display_name":"Feature (linguistics)","level":2,"score":0.4575071334838867},{"id":"https://openalex.org/C52622490","wikidata":"https://www.wikidata.org/wiki/Q1026626","display_name":"Feature extraction","level":2,"score":0.45481929183006287},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.4441472887992859},{"id":"https://openalex.org/C2988995629","wikidata":"https://www.wikidata.org/wiki/Q2915729","display_name":"Matrix algebra","level":3,"score":0.42329180240631104},{"id":"https://openalex.org/C56372850","wikidata":"https://www.wikidata.org/wiki/Q1050404","display_name":"Sparse matrix","level":3,"score":0.4136936664581299},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.3417508900165558},{"id":"https://openalex.org/C158693339","wikidata":"https://www.wikidata.org/wiki/Q190524","display_name":"Eigenvalues and eigenvectors","level":2,"score":0.0},{"id":"https://openalex.org/C163716315","wikidata":"https://www.wikidata.org/wiki/Q901177","display_name":"Gaussian","level":2,"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/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0},{"id":"https://openalex.org/C41895202","wikidata":"https://www.wikidata.org/wiki/Q8162","display_name":"Linguistics","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/tcsvt.2025.3573927","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tcsvt.2025.3573927","pdf_url":null,"source":{"id":"https://openalex.org/S115173108","display_name":"IEEE Transactions on Circuits and Systems for Video Technology","issn_l":"1051-8215","issn":["1051-8215","1558-2205"],"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 Circuits and Systems for Video Technology","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Reduced inequalities","id":"https://metadata.un.org/sdg/10","score":0.8100000023841858}],"awards":[{"id":"https://openalex.org/G2589560909","display_name":null,"funder_award_id":"0049/2022/A1","funder_id":"https://openalex.org/F4320321655","funder_display_name":"Science and Technology Development Fund"},{"id":"https://openalex.org/G734318061","display_name":null,"funder_award_id":"0050/2024/AGJ","funder_id":"https://openalex.org/F4320321655","funder_display_name":"Science and Technology Development Fund"},{"id":"https://openalex.org/G984318816","display_name":null,"funder_award_id":"MYRG-GRG2024-00181-FST","funder_id":"https://openalex.org/F4320322841","funder_display_name":"Universidade de Macau"}],"funders":[{"id":"https://openalex.org/F4320321655","display_name":"Science and Technology Development Fund","ror":"https://ror.org/044vr6g03"},{"id":"https://openalex.org/F4320322841","display_name":"Universidade de Macau","ror":"https://ror.org/01r4q9n85"}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":47,"referenced_works":["https://openalex.org/W1992426838","https://openalex.org/W2747207306","https://openalex.org/W2903938664","https://openalex.org/W2905937268","https://openalex.org/W2944111873","https://openalex.org/W2963517422","https://openalex.org/W2965787265","https://openalex.org/W2999331512","https://openalex.org/W3021342796","https://openalex.org/W3047358409","https://openalex.org/W3072262295","https://openalex.org/W3132023044","https://openalex.org/W3146450355","https://openalex.org/W3176728172","https://openalex.org/W3200484065","https://openalex.org/W3206460183","https://openalex.org/W3206934290","https://openalex.org/W4210792995","https://openalex.org/W4285506431","https://openalex.org/W4288064731","https://openalex.org/W4289535947","https://openalex.org/W4301878994","https://openalex.org/W4312574624","https://openalex.org/W4313041774","https://openalex.org/W4319878807","https://openalex.org/W4367016851","https://openalex.org/W4376607894","https://openalex.org/W4382202887","https://openalex.org/W4382202944","https://openalex.org/W4385627442","https://openalex.org/W4386071507","https://openalex.org/W4386075537","https://openalex.org/W4386755685","https://openalex.org/W4391365647","https://openalex.org/W4393147522","https://openalex.org/W4393160175","https://openalex.org/W4394951283","https://openalex.org/W4400524870","https://openalex.org/W4401379732","https://openalex.org/W4401485050","https://openalex.org/W4401726115","https://openalex.org/W4402508706","https://openalex.org/W4406857497","https://openalex.org/W4407168278","https://openalex.org/W4407937890","https://openalex.org/W4409057844","https://openalex.org/W4409363898"],"related_works":["https://openalex.org/W2127243424","https://openalex.org/W4390394189","https://openalex.org/W2037504162","https://openalex.org/W2539013788","https://openalex.org/W2792706544","https://openalex.org/W1568451138","https://openalex.org/W2156699640","https://openalex.org/W2045265907","https://openalex.org/W2972997031","https://openalex.org/W2069570686"],"abstract_inverted_index":{"Multiview":[0],"clustering":[1,20,30],"task":[2],"groups":[3],"objects":[4],"using":[5,140],"multiple":[6],"properties,":[7],"such":[8],"as":[9],"RGB":[10],"images,":[11,13],"infrared":[12],"and":[14,39,54,65,75,102],"texture":[15],"information.":[16,147],"However,":[17],"incomplete":[18],"multi-view":[19],"faces":[21],"significant":[22],"challenges":[23],"due":[24],"to":[25,123,143,163,181],"missing":[26,48,80,103],"views":[27],"that":[28,45],"hinder":[29],"performance.":[31],"This":[32],"paper":[33],"proposes":[34],"a":[35,111,124],"Discriminative":[36],"Feature":[37],"Recovery":[38],"Tensorized":[40],"Matrix":[41],"Factorization":[42],"method":[43],"(DFRTMF)":[44],"effectively":[46,164],"recovers":[47],"views,":[49,81,110],"learns":[50],"low-dimensional":[51],"discriminative":[52],"embeddings,":[53],"enables":[55,66],"direct":[56],"clustering.":[57],"DFRTMF":[58,132,179],"addresses":[59],"high":[60],"dimensionality":[61],"through":[62],"projection":[63,74],"learning":[64],"the":[67,77,89,93,98,135,157,166,176,182],"output":[68],"of":[69,79,92,128,161,178],"soft":[70,129],"indicators.":[71],"To":[72,105],"improve":[73],"facilitate":[76],"recovery":[78],"we":[82,149],"propose":[83,150],"an":[84,151],"uncorrelated":[85],"constraint":[86,114],"based":[87,115,155],"on":[88,116,156],"scatter":[90],"matrix":[91],"recovered":[94],"complete":[95],"data,":[96],"exploring":[97],"correlations":[99,108],"between":[100,137],"observed":[101],"views.":[104],"capture":[106],"high-order":[107],"among":[109],"low-rank":[112],"tensor":[113,117,126],"Schatten":[118],"p-norm":[119],"regularization":[120],"is":[121],"applied":[122],"third-order":[125],"composed":[127],"indicator":[130],"matrices.":[131],"adaptively":[133],"controls":[134],"inter-coordination":[136],"these":[138],"factorizations":[139],"view":[141],"weights":[142],"optimally":[144],"explore":[145],"complementary":[146],"Furthermore,":[148],"alternating":[152],"optimization":[153],"algorithm":[154],"Alternating":[158],"Direction":[159],"Method":[160],"Multipliers":[162],"solve":[165],"proposed":[167],"objective":[168],"function.":[169],"Extensive":[170],"experiments":[171],"across":[172],"diverse":[173],"datasets":[174],"demonstrate":[175],"effectiveness":[177],"compared":[180],"state-of-the-art":[183],"methods.":[184]},"counts_by_year":[{"year":2026,"cited_by_count":4},{"year":2025,"cited_by_count":3}],"updated_date":"2026-08-16T07:02:28.622633","created_date":"2025-10-10T00:00:00"}
