{"id":"https://openalex.org/W3214614272","doi":"https://doi.org/10.1109/tcsvt.2021.3127007","title":"Collaborative Unsupervised Multi-View Representation Learning","display_name":"Collaborative Unsupervised Multi-View Representation Learning","publication_year":2021,"publication_date":"2021-11-09","ids":{"openalex":"https://openalex.org/W3214614272","doi":"https://doi.org/10.1109/tcsvt.2021.3127007","mag":"3214614272"},"language":"en","primary_location":{"id":"doi:10.1109/tcsvt.2021.3127007","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tcsvt.2021.3127007","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/A5006269744","display_name":"Qinghai Zheng","orcid":"https://orcid.org/0000-0002-8684-1577"},"institutions":[{"id":"https://openalex.org/I87445476","display_name":"Xi'an Jiaotong University","ror":"https://ror.org/017zhmm22","country_code":"CN","type":"education","lineage":["https://openalex.org/I87445476"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Qinghai Zheng","raw_affiliation_strings":["Laboratory of Vision Computing and Machine Learning, School of Software Engineering, Xi’an Jiaotong University, Xi’an, China"],"raw_orcid":"https://orcid.org/0000-0002-8684-1577","affiliations":[{"raw_affiliation_string":"Laboratory of Vision Computing and Machine Learning, School of Software Engineering, Xi’an Jiaotong University, Xi’an, China","institution_ids":["https://openalex.org/I87445476"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5068185614","display_name":"Jihua Zhu","orcid":"https://orcid.org/0000-0002-3081-8781"},"institutions":[{"id":"https://openalex.org/I87445476","display_name":"Xi'an Jiaotong University","ror":"https://ror.org/017zhmm22","country_code":"CN","type":"education","lineage":["https://openalex.org/I87445476"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jihua Zhu","raw_affiliation_strings":["Laboratory of Vision Computing and Machine Learning, School of Software Engineering, Xi’an Jiaotong University, Xi’an, China"],"raw_orcid":"https://orcid.org/0000-0002-3081-8781","affiliations":[{"raw_affiliation_string":"Laboratory of Vision Computing and Machine Learning, School of Software Engineering, Xi’an Jiaotong University, Xi’an, China","institution_ids":["https://openalex.org/I87445476"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5100735597","display_name":"Zhongyu Li","orcid":"https://orcid.org/0000-0001-9198-2158"},"institutions":[{"id":"https://openalex.org/I87445476","display_name":"Xi'an Jiaotong University","ror":"https://ror.org/017zhmm22","country_code":"CN","type":"education","lineage":["https://openalex.org/I87445476"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zhongyu Li","raw_affiliation_strings":["Laboratory of Vision Computing and Machine Learning, School of Software Engineering, Xi’an Jiaotong University, Xi’an, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Laboratory of Vision Computing and Machine Learning, School of Software Engineering, Xi’an Jiaotong University, Xi’an, China","institution_ids":["https://openalex.org/I87445476"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I87445476"],"apc_list":null,"apc_paid":null,"fwci":2.9831,"has_fulltext":false,"cited_by_count":48,"citation_normalized_percentile":{"value":0.92461226,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":94,"max":100},"biblio":{"volume":"32","issue":"7","first_page":"4202","last_page":"4210"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10627","display_name":"Advanced Image and Video Retrieval Techniques","score":0.9986000061035156,"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"}},"topics":[{"id":"https://openalex.org/T10627","display_name":"Advanced Image and Video Retrieval Techniques","score":0.9986000061035156,"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"}},{"id":"https://openalex.org/T10331","display_name":"Video Surveillance and Tracking Methods","score":0.9983999729156494,"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"}},{"id":"https://openalex.org/T11307","display_name":"Domain Adaptation and Few-Shot Learning","score":0.9980999827384949,"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/feature-learning","display_name":"Feature learning","score":0.7517784833908081},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7284101843833923},{"id":"https://openalex.org/keywords/representation","display_name":"Representation (politics)","score":0.659720778465271},{"id":"https://openalex.org/keywords/unsupervised-learning","display_name":"Unsupervised learning","score":0.6519277095794678},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.6049937009811401},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.5481040477752686},{"id":"https://openalex.org/keywords/collaborative-learning","display_name":"Collaborative learning","score":0.4583735764026642},{"id":"https://openalex.org/keywords/rank","display_name":"Rank (graph theory)","score":0.43852710723876953},{"id":"https://openalex.org/keywords/constraint","display_name":"Constraint (computer-aided design)","score":0.43282926082611084},{"id":"https://openalex.org/keywords/process","display_name":"Process (computing)","score":0.41181480884552},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.1404089629650116}],"concepts":[{"id":"https://openalex.org/C59404180","wikidata":"https://www.wikidata.org/wiki/Q17013334","display_name":"Feature learning","level":2,"score":0.7517784833908081},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7284101843833923},{"id":"https://openalex.org/C2776359362","wikidata":"https://www.wikidata.org/wiki/Q2145286","display_name":"Representation (politics)","level":3,"score":0.659720778465271},{"id":"https://openalex.org/C8038995","wikidata":"https://www.wikidata.org/wiki/Q1152135","display_name":"Unsupervised learning","level":2,"score":0.6519277095794678},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6049937009811401},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.5481040477752686},{"id":"https://openalex.org/C138020889","wikidata":"https://www.wikidata.org/wiki/Q2349659","display_name":"Collaborative learning","level":2,"score":0.4583735764026642},{"id":"https://openalex.org/C164226766","wikidata":"https://www.wikidata.org/wiki/Q7293202","display_name":"Rank (graph theory)","level":2,"score":0.43852710723876953},{"id":"https://openalex.org/C2776036281","wikidata":"https://www.wikidata.org/wiki/Q48769818","display_name":"Constraint (computer-aided design)","level":2,"score":0.43282926082611084},{"id":"https://openalex.org/C98045186","wikidata":"https://www.wikidata.org/wiki/Q205663","display_name":"Process (computing)","level":2,"score":0.41181480884552},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.1404089629650116},{"id":"https://openalex.org/C114614502","wikidata":"https://www.wikidata.org/wiki/Q76592","display_name":"Combinatorics","level":1,"score":0.0},{"id":"https://openalex.org/C56739046","wikidata":"https://www.wikidata.org/wiki/Q192060","display_name":"Knowledge management","level":1,"score":0.0},{"id":"https://openalex.org/C199539241","wikidata":"https://www.wikidata.org/wiki/Q7748","display_name":"Law","level":1,"score":0.0},{"id":"https://openalex.org/C2524010","wikidata":"https://www.wikidata.org/wiki/Q8087","display_name":"Geometry","level":1,"score":0.0},{"id":"https://openalex.org/C94625758","wikidata":"https://www.wikidata.org/wiki/Q7163","display_name":"Politics","level":2,"score":0.0},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.0},{"id":"https://openalex.org/C17744445","wikidata":"https://www.wikidata.org/wiki/Q36442","display_name":"Political science","level":0,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/tcsvt.2021.3127007","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tcsvt.2021.3127007","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":[],"awards":[{"id":"https://openalex.org/G2852006887","display_name":null,"funder_award_id":"xzy012019045","funder_id":"https://openalex.org/F4320335787","funder_display_name":"Fundamental Research Funds for the Central Universities"},{"id":"https://openalex.org/G6101750214","display_name":null,"funder_award_id":"xzy022020050","funder_id":"https://openalex.org/F4320335787","funder_display_name":"Fundamental Research Funds for the Central Universities"},{"id":"https://openalex.org/G7044173866","display_name":null,"funder_award_id":"2020AAA0109602","funder_id":"https://openalex.org/F4320335777","funder_display_name":"National Key Research and Development Program of China"}],"funders":[{"id":"https://openalex.org/F4320335777","display_name":"National Key Research and Development Program of China","ror":null},{"id":"https://openalex.org/F4320335787","display_name":"Fundamental Research Funds for the Central Universities","ror":null}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":41,"referenced_works":["https://openalex.org/W1497960466","https://openalex.org/W1670132599","https://openalex.org/W1992426838","https://openalex.org/W2048679005","https://openalex.org/W2060300932","https://openalex.org/W2113333558","https://openalex.org/W2197707282","https://openalex.org/W2222512263","https://openalex.org/W2527153419","https://openalex.org/W2565835729","https://openalex.org/W2590019597","https://openalex.org/W2605146283","https://openalex.org/W2735680049","https://openalex.org/W2897628926","https://openalex.org/W2898233200","https://openalex.org/W2949579163","https://openalex.org/W2963764569","https://openalex.org/W2963885538","https://openalex.org/W2965174731","https://openalex.org/W2978851846","https://openalex.org/W2981352610","https://openalex.org/W2997969890","https://openalex.org/W3007380221","https://openalex.org/W3034782107","https://openalex.org/W3044063956","https://openalex.org/W3081252282","https://openalex.org/W3092820619","https://openalex.org/W3120807512","https://openalex.org/W3122155873","https://openalex.org/W3122870122","https://openalex.org/W3128918602","https://openalex.org/W4213009331","https://openalex.org/W4249992252","https://openalex.org/W6629823275","https://openalex.org/W6631216910","https://openalex.org/W6636883489","https://openalex.org/W6639103823","https://openalex.org/W6675164516","https://openalex.org/W6682991666","https://openalex.org/W6686207219","https://openalex.org/W6788887552"],"related_works":["https://openalex.org/W2112835755","https://openalex.org/W4291951920","https://openalex.org/W3174759195","https://openalex.org/W3167013339","https://openalex.org/W4287121366","https://openalex.org/W60493759","https://openalex.org/W4308619659","https://openalex.org/W3213069564","https://openalex.org/W4378421684","https://openalex.org/W4294203825"],"abstract_inverted_index":{"In":[0],"this":[1,80],"paper,":[2],"we":[3,82],"delve":[4],"into":[5],"the":[6,17,31,43,56,68,73,97,111,119,126,138,143,148],"challenging":[7,53],"problem":[8],"in":[9,38,46,72,134],"multi-view":[10,14,102,144],"learning,":[11,16],"namely":[12],"unsupervised":[13,40],"representation":[15,34,132,145],"goal":[18],"of":[19,75,101,121,142],"which":[20,94,124],"is":[21,50,115],"to":[22,65,156],"effectively":[23],"integrate":[24],"information":[25,37],"from":[26,96],"multiple":[27,59],"views":[28,60],"and":[29,63,117,130,140],"learn":[30],"unified":[32,131],"feature":[33],"with":[35],"comprehensive":[36],"an":[39],"manner.":[41],"Despite":[42],"progress":[44],"attained":[45],"recent":[47],"years,":[48],"it":[49],"still":[51],"a":[52,84,106,122],"issue":[54],"since":[55],"correlations":[57,100],"across":[58],"are":[61],"complex":[62],"difficult":[64],"model":[66],"during":[67],"learning":[69,108,129,133,153],"process,":[70],"especially":[71],"absence":[74],"label":[76],"information.":[77],"To":[78],"address":[79],"problem,":[81],"introduce":[83],"novel":[85],"method,":[86],"termed":[87],"Collaborative":[88],"Unsupervised":[89],"Multi-view":[90],"Representation":[91],"Learning":[92],"(CUMRL),":[93],"benefits":[95],"high-order":[98],"view":[99],"data":[103],"by":[104,147],"introducing":[105],"collaborative":[107],"strategy.":[109],"Specifically,":[110],"low-rank":[112],"tensor":[113],"constraint":[114],"employed":[116],"plays":[118],"role":[120],"bridge,":[123],"links":[125],"view-specific":[127],"compact":[128],"CUMRL.":[135],"Experiments":[136],"demonstrate":[137],"effectiveness":[139],"competitiveness":[141],"achieved":[146],"proposed":[149],"method":[150],"for":[151],"different":[152],"tasks,":[154],"compared":[155],"several":[157],"state-of-the-art":[158],"methods.":[159]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":14},{"year":2024,"cited_by_count":18},{"year":2023,"cited_by_count":10},{"year":2022,"cited_by_count":5}],"updated_date":"2026-07-15T18:14:33.161393","created_date":"2025-10-10T00:00:00"}