{"id":"https://openalex.org/W4404056755","doi":"https://doi.org/10.1109/tcsvt.2024.3492045","title":"Enhancing Clustering Performance With Tensorized High-Order Bipartite Graphs: A Structured Graph Learning Approach","display_name":"Enhancing Clustering Performance With Tensorized High-Order Bipartite Graphs: A Structured Graph Learning Approach","publication_year":2024,"publication_date":"2024-11-05","ids":{"openalex":"https://openalex.org/W4404056755","doi":"https://doi.org/10.1109/tcsvt.2024.3492045"},"language":"en","primary_location":{"id":"doi:10.1109/tcsvt.2024.3492045","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tcsvt.2024.3492045","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/A5102705176","display_name":"Zihua Zhao","orcid":"https://orcid.org/0000-0001-8611-8656"},"institutions":[{"id":"https://openalex.org/I17145004","display_name":"Northwestern Polytechnical University","ror":"https://ror.org/01y0j0j86","country_code":"CN","type":"education","lineage":["https://openalex.org/I17145004"]},{"id":"https://openalex.org/I890469752","display_name":"Ministry of Industry and Information Technology","ror":"https://ror.org/0385nmy68","country_code":"CN","type":"government","lineage":["https://openalex.org/I890469752"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Zihua Zhao","raw_affiliation_strings":["School of Artificial Intelligence, Optics and Electronics (iOPEN) and the Key Laboratory of Intelligent Interaction and Applications, Ministry of Industry and Information Technology, Northwestern Polytechnical University, Xi&#x2019;an, China","School of Artificial Intelligence, Optics and Electronics (iOPEN), China"],"affiliations":[{"raw_affiliation_string":"School of Artificial Intelligence, Optics and Electronics (iOPEN) and the Key Laboratory of Intelligent Interaction and Applications, Ministry of Industry and Information Technology, Northwestern Polytechnical University, Xi&#x2019;an, China","institution_ids":["https://openalex.org/I890469752","https://openalex.org/I17145004"]},{"raw_affiliation_string":"School of Artificial Intelligence, Optics and Electronics (iOPEN), China","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5070412209","display_name":"Zhe Cao","orcid":"https://orcid.org/0000-0002-9379-2013"},"institutions":[{"id":"https://openalex.org/I17145004","display_name":"Northwestern Polytechnical University","ror":"https://ror.org/01y0j0j86","country_code":"CN","type":"education","lineage":["https://openalex.org/I17145004"]},{"id":"https://openalex.org/I890469752","display_name":"Ministry of Industry and Information Technology","ror":"https://ror.org/0385nmy68","country_code":"CN","type":"government","lineage":["https://openalex.org/I890469752"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zhe Cao","raw_affiliation_strings":["School of Artificial Intelligence, Optics and Electronics (iOPEN) and the Key Laboratory of Intelligent Interaction and Applications, Ministry of Industry and Information Technology, Northwestern Polytechnical University, Xi&#x2019;an, China","School of Artificial Intelligence, Optics and Electronics (iOPEN), China"],"affiliations":[{"raw_affiliation_string":"School of Artificial Intelligence, Optics and Electronics (iOPEN) and the Key Laboratory of Intelligent Interaction and Applications, Ministry of Industry and Information Technology, Northwestern Polytechnical University, Xi&#x2019;an, China","institution_ids":["https://openalex.org/I890469752","https://openalex.org/I17145004"]},{"raw_affiliation_string":"School of Artificial Intelligence, Optics and Electronics (iOPEN), China","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5014586913","display_name":"Haonan Xin","orcid":"https://orcid.org/0000-0003-2473-4108"},"institutions":[{"id":"https://openalex.org/I17145004","display_name":"Northwestern Polytechnical University","ror":"https://ror.org/01y0j0j86","country_code":"CN","type":"education","lineage":["https://openalex.org/I17145004"]},{"id":"https://openalex.org/I890469752","display_name":"Ministry of Industry and Information Technology","ror":"https://ror.org/0385nmy68","country_code":"CN","type":"government","lineage":["https://openalex.org/I890469752"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Haonan Xin","raw_affiliation_strings":["School of Artificial Intelligence, Optics and Electronics (iOPEN) and the Key Laboratory of Intelligent Interaction and Applications, Ministry of Industry and Information Technology, Northwestern Polytechnical University, Xi&#x2019;an, China","School of Artificial Intelligence, Optics and Electronics (iOPEN), China"],"affiliations":[{"raw_affiliation_string":"School of Artificial Intelligence, Optics and Electronics (iOPEN) and the Key Laboratory of Intelligent Interaction and Applications, Ministry of Industry and Information Technology, Northwestern Polytechnical University, Xi&#x2019;an, China","institution_ids":["https://openalex.org/I890469752","https://openalex.org/I17145004"]},{"raw_affiliation_string":"School of Artificial Intelligence, Optics and Electronics (iOPEN), China","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5030351224","display_name":"Rong Wang","orcid":"https://orcid.org/0000-0001-9240-6726"},"institutions":[{"id":"https://openalex.org/I17145004","display_name":"Northwestern Polytechnical University","ror":"https://ror.org/01y0j0j86","country_code":"CN","type":"education","lineage":["https://openalex.org/I17145004"]},{"id":"https://openalex.org/I890469752","display_name":"Ministry of Industry and Information Technology","ror":"https://ror.org/0385nmy68","country_code":"CN","type":"government","lineage":["https://openalex.org/I890469752"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Rong Wang","raw_affiliation_strings":["School of Artificial Intelligence, Optics and Electronics (iOPEN) and the Key Laboratory of Intelligent Interaction and Applications, Ministry of Industry and Information Technology, Northwestern Polytechnical University, Xi&#x2019;an, China","School of Artificial Intelligence, Optics and Electronics (iOPEN), China"],"affiliations":[{"raw_affiliation_string":"School of Artificial Intelligence, Optics and Electronics (iOPEN) and the Key Laboratory of Intelligent Interaction and Applications, Ministry of Industry and Information Technology, Northwestern Polytechnical University, Xi&#x2019;an, China","institution_ids":["https://openalex.org/I890469752","https://openalex.org/I17145004"]},{"raw_affiliation_string":"School of Artificial Intelligence, Optics and Electronics (iOPEN), China","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5027472534","display_name":"Danyang Wu","orcid":"https://orcid.org/0000-0002-0309-1409"},"institutions":[{"id":"https://openalex.org/I4210088176","display_name":"North West Agriculture and Forestry University","ror":null,"country_code":"CN","type":null,"lineage":["https://openalex.org/I4210088176"]},{"id":"https://openalex.org/I89652312","display_name":"Northwest A&F University","ror":"https://ror.org/0051rme32","country_code":"CN","type":"education","lineage":["https://openalex.org/I89652312"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Danyang Wu","raw_affiliation_strings":["College of Information Engineering and Shaanxi Engineering Research Center for Intelligent Perception and Analysis of Agricultural Information, Northwest A&#x0026;F University, Yangling, China","College of Information Engineering, Northwest A&#x0026;F University, Yangling, China"],"affiliations":[{"raw_affiliation_string":"College of Information Engineering and Shaanxi Engineering Research Center for Intelligent Perception and Analysis of Agricultural Information, Northwest A&#x0026;F University, Yangling, China","institution_ids":["https://openalex.org/I4210088176"]},{"raw_affiliation_string":"College of Information Engineering, Northwest A&#x0026;F University, Yangling, China","institution_ids":["https://openalex.org/I89652312"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100401102","display_name":"Zheng Wang","orcid":"https://orcid.org/0000-0002-4814-1115"},"institutions":[{"id":"https://openalex.org/I17145004","display_name":"Northwestern Polytechnical University","ror":"https://ror.org/01y0j0j86","country_code":"CN","type":"education","lineage":["https://openalex.org/I17145004"]},{"id":"https://openalex.org/I890469752","display_name":"Ministry of Industry and Information Technology","ror":"https://ror.org/0385nmy68","country_code":"CN","type":"government","lineage":["https://openalex.org/I890469752"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zheng Wang","raw_affiliation_strings":["School of Artificial Intelligence, Optics and Electronics (iOPEN) and the Key Laboratory of Intelligent Interaction and Applications, Ministry of Industry and Information Technology, Northwestern Polytechnical University, Xi&#x2019;an, China","School of Artificial Intelligence, Optics and Electronics (iOPEN), China"],"affiliations":[{"raw_affiliation_string":"School of Artificial Intelligence, Optics and Electronics (iOPEN) and the Key Laboratory of Intelligent Interaction and Applications, Ministry of Industry and Information Technology, Northwestern Polytechnical University, Xi&#x2019;an, China","institution_ids":["https://openalex.org/I890469752","https://openalex.org/I17145004"]},{"raw_affiliation_string":"School of Artificial Intelligence, Optics and Electronics (iOPEN), China","institution_ids":[]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5003222421","display_name":"Feiping Nie","orcid":"https://orcid.org/0000-0002-0871-6519"},"institutions":[{"id":"https://openalex.org/I17145004","display_name":"Northwestern Polytechnical University","ror":"https://ror.org/01y0j0j86","country_code":"CN","type":"education","lineage":["https://openalex.org/I17145004"]},{"id":"https://openalex.org/I890469752","display_name":"Ministry of Industry and Information Technology","ror":"https://ror.org/0385nmy68","country_code":"CN","type":"government","lineage":["https://openalex.org/I890469752"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Feiping Nie","raw_affiliation_strings":["School of Artificial Intelligence, Optics and Electronics (iOPEN) and the Key Laboratory of Intelligent Interaction and Applications, Ministry of Industry and Information Technology, Northwestern Polytechnical University, Xi&#x2019;an, China","School of Artificial Intelligence, Optics and Electronics (iOPEN), China"],"affiliations":[{"raw_affiliation_string":"School of Artificial Intelligence, Optics and Electronics (iOPEN) and the Key Laboratory of Intelligent Interaction and Applications, Ministry of Industry and Information Technology, Northwestern Polytechnical University, Xi&#x2019;an, China","institution_ids":["https://openalex.org/I890469752","https://openalex.org/I17145004"]},{"raw_affiliation_string":"School of Artificial Intelligence, Optics and Electronics (iOPEN), China","institution_ids":[]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":7,"corresponding_author_ids":["https://openalex.org/A5102705176"],"corresponding_institution_ids":["https://openalex.org/I17145004","https://openalex.org/I890469752"],"apc_list":null,"apc_paid":null,"fwci":6.3315,"has_fulltext":false,"cited_by_count":23,"citation_normalized_percentile":{"value":0.97348021,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":99,"max":100},"biblio":{"volume":"35","issue":"3","first_page":"2616","last_page":"2631"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10064","display_name":"Complex Network Analysis Techniques","score":0.9621000289916992,"subfield":{"id":"https://openalex.org/subfields/3109","display_name":"Statistical and Nonlinear Physics"},"field":{"id":"https://openalex.org/fields/31","display_name":"Physics and Astronomy"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T10064","display_name":"Complex Network Analysis Techniques","score":0.9621000289916992,"subfield":{"id":"https://openalex.org/subfields/3109","display_name":"Statistical and Nonlinear Physics"},"field":{"id":"https://openalex.org/fields/31","display_name":"Physics and Astronomy"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T10637","display_name":"Advanced Clustering Algorithms Research","score":0.9434000253677368,"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/T11550","display_name":"Text and Document Classification Technologies","score":0.9384999871253967,"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/bipartite-graph","display_name":"Bipartite graph","score":0.6251921057701111},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5817400813102722},{"id":"https://openalex.org/keywords/cluster-analysis","display_name":"Cluster analysis","score":0.5592589974403381},{"id":"https://openalex.org/keywords/theoretical-computer-science","display_name":"Theoretical computer science","score":0.43478304147720337},{"id":"https://openalex.org/keywords/graph","display_name":"Graph","score":0.41048163175582886},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.3586445450782776}],"concepts":[{"id":"https://openalex.org/C197657726","wikidata":"https://www.wikidata.org/wiki/Q174733","display_name":"Bipartite graph","level":3,"score":0.6251921057701111},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5817400813102722},{"id":"https://openalex.org/C73555534","wikidata":"https://www.wikidata.org/wiki/Q622825","display_name":"Cluster analysis","level":2,"score":0.5592589974403381},{"id":"https://openalex.org/C80444323","wikidata":"https://www.wikidata.org/wiki/Q2878974","display_name":"Theoretical computer science","level":1,"score":0.43478304147720337},{"id":"https://openalex.org/C132525143","wikidata":"https://www.wikidata.org/wiki/Q141488","display_name":"Graph","level":2,"score":0.41048163175582886},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3586445450782776}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/tcsvt.2024.3492045","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tcsvt.2024.3492045","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/G3101002610","display_name":null,"funder_award_id":"62406250","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G6873721585","display_name":null,"funder_award_id":"62276212","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"}],"funders":[{"id":"https://openalex.org/F4320306076","display_name":"National Science Foundation","ror":"https://ror.org/021nxhr62"},{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"},{"id":"https://openalex.org/F4320335787","display_name":"Fundamental Research Funds for the Central Universities","ror":null}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":64,"referenced_works":["https://openalex.org/W1973771202","https://openalex.org/W1974992686","https://openalex.org/W1975172027","https://openalex.org/W1979089718","https://openalex.org/W1987219048","https://openalex.org/W2030927653","https://openalex.org/W2042991924","https://openalex.org/W2043571470","https://openalex.org/W2051549110","https://openalex.org/W2068510557","https://openalex.org/W2106115875","https://openalex.org/W2108119513","https://openalex.org/W2118382442","https://openalex.org/W2121947440","https://openalex.org/W2125531986","https://openalex.org/W2155754954","https://openalex.org/W2393319904","https://openalex.org/W2405686381","https://openalex.org/W2577472518","https://openalex.org/W2598052950","https://openalex.org/W2743418339","https://openalex.org/W2752197020","https://openalex.org/W2756626360","https://openalex.org/W2785648173","https://openalex.org/W2800791174","https://openalex.org/W2808858332","https://openalex.org/W2888654602","https://openalex.org/W2896169497","https://openalex.org/W2950244530","https://openalex.org/W2963165461","https://openalex.org/W2963885538","https://openalex.org/W2996987977","https://openalex.org/W3034009801","https://openalex.org/W3037214631","https://openalex.org/W3041242936","https://openalex.org/W3044063956","https://openalex.org/W3088663932","https://openalex.org/W3135808071","https://openalex.org/W3155527329","https://openalex.org/W3168720547","https://openalex.org/W3168955463","https://openalex.org/W3173067575","https://openalex.org/W3180520615","https://openalex.org/W3207496032","https://openalex.org/W4206905908","https://openalex.org/W4207013388","https://openalex.org/W4213418104","https://openalex.org/W4309735070","https://openalex.org/W4310494058","https://openalex.org/W4311755271","https://openalex.org/W4313424256","https://openalex.org/W4318761280","https://openalex.org/W4319866346","https://openalex.org/W4328007633","https://openalex.org/W4365130628","https://openalex.org/W4366147755","https://openalex.org/W4376464578","https://openalex.org/W4377079741","https://openalex.org/W4383503423","https://openalex.org/W4387010808","https://openalex.org/W4393252733","https://openalex.org/W4400909625","https://openalex.org/W6684578312","https://openalex.org/W6743484365"],"related_works":["https://openalex.org/W2371352078","https://openalex.org/W2953461625","https://openalex.org/W2077383796","https://openalex.org/W2080136900","https://openalex.org/W2999799752","https://openalex.org/W2372768926","https://openalex.org/W2054458431","https://openalex.org/W2115167491","https://openalex.org/W3088754131","https://openalex.org/W3038848193"],"abstract_inverted_index":{"Clustering":[0],"based":[1,136],"on":[2,137],"structured":[3,65,123],"graph":[4,77,125],"learning":[5,68,108],"involves":[6],"acquiring":[7],"a":[8,74,81,109,122],"proximity":[9,23,41,50,66,78,126],"matrix":[10,24,67,79,127],"with":[11,80,128],"an":[12,129],"explicit":[13,130],"clustering":[14,38,131],"structure":[15,132],"from":[16],"the":[17,21,31,34,60,101,116,138,149],"original":[18,22],"one.":[19],"However,":[20],"often":[25],"lacks":[26],"some":[27],"must-links":[28],"compared":[29],"to":[30,100],"groundtruth,":[32],"constraining":[33],"upper":[35],"bound":[36],"of":[37,104,118,154],"performance.":[39],"High-order":[40,62],"information":[42,87],"can":[43],"mitigate":[44],"this":[45,155],"limitation,":[46],"yet":[47],"traditional":[48],"high-order":[49,75,86,105,119],"matrix-based":[51],"methods":[52],"are":[53],"time-intensive.":[54],"To":[55],"tackle":[56],"this,":[57],"we":[58,72,94],"propose":[59],"Tensorized":[61],"Bipartite":[63],"Graphs-based":[64],"method":[69],"(THBG).":[70],"Firstly,":[71],"introduce":[73],"bipartite":[76,106,124],"swift":[82],"computation":[83],"method,":[84],"incorporating":[85],"and":[88,142,151],"significantly":[89],"reducing":[90],"computational":[91],"overhead.":[92],"Secondly,":[93],"apply":[95],"tensor":[96,102,111,140],"nuclear":[97],"norm":[98],"minimization":[99],"composed":[103],"graphs,":[107],"low-rank":[110,139],"representation":[112,141],"that":[113],"effectively":[114],"harnesses":[115],"consistency":[117],"information.":[120],"Concurrently,":[121],"is":[133],"adaptively":[134],"learned":[135],"Laplace":[143],"rank":[144],"constraint.":[145],"Experimental":[146],"results":[147],"demonstrate":[148],"superiority":[150],"great":[152],"potential":[153],"method.":[156],"Code":[157],"available:":[158],"<uri":[159],"xmlns:mml=\"http://www.w3.org/1998/Math/MathML\"":[160],"xmlns:xlink=\"http://www.w3.org/1999/xlink\">https://anonymous.4open.science/r/THBG-D10D</uri>.":[161]},"counts_by_year":[{"year":2026,"cited_by_count":6},{"year":2025,"cited_by_count":17}],"updated_date":"2026-04-12T07:58:50.170612","created_date":"2025-10-10T00:00:00"}
