{"id":"https://openalex.org/W4405717795","doi":"https://doi.org/10.1109/tmm.2024.3521747","title":"Reordered $k$-Means: A New Baseline for View-Unaligned Multi-View Clustering","display_name":"Reordered $k$-Means: A New Baseline for View-Unaligned Multi-View Clustering","publication_year":2024,"publication_date":"2024-12-23","ids":{"openalex":"https://openalex.org/W4405717795","doi":"https://doi.org/10.1109/tmm.2024.3521747"},"language":"en","primary_location":{"id":"doi:10.1109/tmm.2024.3521747","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tmm.2024.3521747","pdf_url":null,"source":{"id":"https://openalex.org/S137030581","display_name":"IEEE Transactions on Multimedia","issn_l":"1520-9210","issn":["1520-9210","1941-0077"],"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 Multimedia","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/A5102923156","display_name":"Zhiqiang Fu","orcid":"https://orcid.org/0000-0002-8756-6423"},"institutions":[{"id":"https://openalex.org/I21193070","display_name":"Beijing Jiaotong University","ror":"https://ror.org/01yj56c84","country_code":"CN","type":"education","lineage":["https://openalex.org/I21193070"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Zhiqiang Fu","raw_affiliation_strings":["Institute of Information Science, Beijing Jiaotong University, Beijing, China"],"affiliations":[{"raw_affiliation_string":"Institute of Information Science, Beijing Jiaotong University, Beijing, China","institution_ids":["https://openalex.org/I21193070"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100362745","display_name":"Yao Zhao","orcid":"https://orcid.org/0000-0002-8581-9554"},"institutions":[{"id":"https://openalex.org/I21193070","display_name":"Beijing Jiaotong University","ror":"https://ror.org/01yj56c84","country_code":"CN","type":"education","lineage":["https://openalex.org/I21193070"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yao Zhao","raw_affiliation_strings":["Institute of Information Science, Beijing Jiaotong University, Beijing, China"],"affiliations":[{"raw_affiliation_string":"Institute of Information Science, Beijing Jiaotong University, Beijing, China","institution_ids":["https://openalex.org/I21193070"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5037345013","display_name":"Dongxia Chang","orcid":"https://orcid.org/0000-0002-9718-4277"},"institutions":[{"id":"https://openalex.org/I21193070","display_name":"Beijing Jiaotong University","ror":"https://ror.org/01yj56c84","country_code":"CN","type":"education","lineage":["https://openalex.org/I21193070"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Dongxia Chang","raw_affiliation_strings":["Institute of Information Science, Beijing Jiaotong University, Beijing, China"],"affiliations":[{"raw_affiliation_string":"Institute of Information Science, Beijing Jiaotong University, Beijing, China","institution_ids":["https://openalex.org/I21193070"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100377941","display_name":"Yiming Wang","orcid":"https://orcid.org/0000-0002-8765-7640"},"institutions":[{"id":"https://openalex.org/I41198531","display_name":"Nanjing University of Posts and Telecommunications","ror":"https://ror.org/043bpky34","country_code":"CN","type":"education","lineage":["https://openalex.org/I41198531"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yiming Wang","raw_affiliation_strings":["Nanjing University of Posts and Telecommunications, Nanjing, China","Nanjing University of Posts and Telecommunications, Nanjing, Jiangsu, China"],"affiliations":[{"raw_affiliation_string":"Nanjing University of Posts and Telecommunications, Nanjing, China","institution_ids":["https://openalex.org/I41198531"]},{"raw_affiliation_string":"Nanjing University of Posts and Telecommunications, Nanjing, Jiangsu, China","institution_ids":["https://openalex.org/I41198531"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5017617923","display_name":"Jie Wen","orcid":"https://orcid.org/0000-0001-9554-2379"},"institutions":[{"id":"https://openalex.org/I204983213","display_name":"Harbin Institute of Technology","ror":"https://ror.org/01yqg2h08","country_code":"CN","type":"education","lineage":["https://openalex.org/I204983213"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jie Wen","raw_affiliation_strings":["Shenzhen Key Laboratory of Visual Object Detection and Recognition, Harbin Institute of Technology, Shenzhen, China","Shenzhen Key Laboratory of Visual Object Detection and Recognition, Harbin Institute of Technology, Shenzhen, Shenzhen, China"],"affiliations":[{"raw_affiliation_string":"Shenzhen Key Laboratory of Visual Object Detection and Recognition, Harbin Institute of Technology, Shenzhen, China","institution_ids":["https://openalex.org/I204983213"]},{"raw_affiliation_string":"Shenzhen Key Laboratory of Visual Object Detection and Recognition, Harbin Institute of Technology, Shenzhen, Shenzhen, China","institution_ids":["https://openalex.org/I204983213"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5102923156"],"corresponding_institution_ids":["https://openalex.org/I21193070"],"apc_list":null,"apc_paid":null,"fwci":1.366,"has_fulltext":false,"cited_by_count":4,"citation_normalized_percentile":{"value":0.85160055,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":95,"max":99},"biblio":{"volume":"27","issue":null,"first_page":"1962","last_page":"1972"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10637","display_name":"Advanced Clustering Algorithms Research","score":0.9800000190734863,"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":0.9800000190734863,"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":0.9790999889373779,"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":0.838937520980835},{"id":"https://openalex.org/keywords/baseline","display_name":"Baseline (sea)","score":0.6572385430335999},{"id":"https://openalex.org/keywords/cluster-analysis","display_name":"Cluster analysis","score":0.5828553438186646},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.2898816764354706}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.838937520980835},{"id":"https://openalex.org/C12725497","wikidata":"https://www.wikidata.org/wiki/Q810247","display_name":"Baseline (sea)","level":2,"score":0.6572385430335999},{"id":"https://openalex.org/C73555534","wikidata":"https://www.wikidata.org/wiki/Q622825","display_name":"Cluster analysis","level":2,"score":0.5828553438186646},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.2898816764354706},{"id":"https://openalex.org/C111368507","wikidata":"https://www.wikidata.org/wiki/Q43518","display_name":"Oceanography","level":1,"score":0.0},{"id":"https://openalex.org/C127313418","wikidata":"https://www.wikidata.org/wiki/Q1069","display_name":"Geology","level":0,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/tmm.2024.3521747","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tmm.2024.3521747","pdf_url":null,"source":{"id":"https://openalex.org/S137030581","display_name":"IEEE Transactions on Multimedia","issn_l":"1520-9210","issn":["1520-9210","1941-0077"],"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 Multimedia","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":46,"referenced_works":["https://openalex.org/W1600471557","https://openalex.org/W1672197616","https://openalex.org/W1983024305","https://openalex.org/W1993962865","https://openalex.org/W1997201895","https://openalex.org/W2006255103","https://openalex.org/W2017288758","https://openalex.org/W2043545458","https://openalex.org/W2108502868","https://openalex.org/W2169137280","https://openalex.org/W2270614106","https://openalex.org/W2405459681","https://openalex.org/W2737186053","https://openalex.org/W2756626360","https://openalex.org/W2809368372","https://openalex.org/W2883604340","https://openalex.org/W2893652381","https://openalex.org/W2914307399","https://openalex.org/W2965174731","https://openalex.org/W2994400988","https://openalex.org/W2997739739","https://openalex.org/W3002166600","https://openalex.org/W3022399687","https://openalex.org/W3083131734","https://openalex.org/W3089039599","https://openalex.org/W3160166991","https://openalex.org/W3167015775","https://openalex.org/W3168316785","https://openalex.org/W3205485865","https://openalex.org/W3212304581","https://openalex.org/W3215900581","https://openalex.org/W3217784147","https://openalex.org/W4200226646","https://openalex.org/W4214544745","https://openalex.org/W4229706427","https://openalex.org/W4283792797","https://openalex.org/W4286829927","https://openalex.org/W4294891374","https://openalex.org/W4306913594","https://openalex.org/W4310638983","https://openalex.org/W4380520364","https://openalex.org/W4388953073","https://openalex.org/W6680012447","https://openalex.org/W6685357932","https://openalex.org/W6714133674","https://openalex.org/W6785760900"],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W2899084033","https://openalex.org/W2748952813","https://openalex.org/W2383111961","https://openalex.org/W2365952365","https://openalex.org/W2352448290","https://openalex.org/W2380820513","https://openalex.org/W2913146933","https://openalex.org/W2372385138","https://openalex.org/W4296359239"],"abstract_inverted_index":{"Most":[0],"current":[1],"multi-view":[2],"clustering":[3],"methods":[4],"necessitate":[5],"that":[6,52,73],"a":[7,58,83],"sample's":[8],"features":[9],"be":[10,55],"view-aligned":[11,59,149],"or":[12,33],"at":[13],"least":[14],"partially":[15],"aligned":[16],"across":[17],"different":[18],"views.":[19],"Regrettably,":[20],"real-world":[21],"applications":[22],"often":[23],"fail":[24],"to":[25,30],"meet":[26],"this":[27,43,65,127],"requirement":[28],"due":[29],"spatial,":[31],"temporal,":[32],"spatiotemporal":[34],"mismatches,":[35],"resulting":[36],"in":[37,139],"the":[38,47,112,124,141],"view-unaligned":[39,48,75,142],"issue.":[40],"To":[41],"tackle":[42],"issue,":[44],"we":[45,67,81],"conceptualize":[46],"problem":[49,60],"and":[50,85,144],"demonstrate":[51],"it":[53],"can":[54],"transformed":[56],"into":[57,115],"through":[61],"reordering.":[62],"Building":[63],"on":[64,134],"concept,":[66],"introduce":[68],"an":[69,116],"innovative":[70],"reorder":[71],"matrix":[72],"realigns":[74],"features.":[76],"Utilizing":[77],"these":[78],"realigned":[79],"features,":[80],"develop":[82],"sophisticated":[84],"efficient":[86],"approach":[87],"called":[88],"Reordered":[89],"<inline-formula":[90,99,105,117],"xmlns:mml=\"http://www.w3.org/1998/Math/MathML\"":[91,100,106,118],"xmlns:xlink=\"http://www.w3.org/1999/xlink\"><tex-math":[92,101,107,119],"notation=\"LaTeX\">$k$</tex-math></inline-formula>-means":[93],"(RKM),":[94],"which":[95],"merges":[96],"NMF":[97],"with":[98,148],"notation=\"LaTeX\">$k$</tex-math></inline-formula>-means.":[102],"Unlike":[103],"traditional":[104],"notation=\"LaTeX\">$k$</tex-math></inline-formula>-means,":[108],"our":[109],"method":[110],"converts":[111],"binary":[113],"challenge":[114],"notation=\"LaTeX\">$\\ell":[120],"_{0}$</tex-math></inline-formula>":[121],"problem,":[122],"confirming":[123],"merit":[125],"of":[126],"advancement.":[128],"Furthermore,":[129],"RKM's":[130],"efficacy":[131],"is":[132],"affirmed":[133],"benchmarks,":[135],"indicating":[136],"substantial":[137],"enhancements":[138],"handling":[140],"issue":[143],"maintaining":[145],"competitive":[146],"results":[147],"problems.":[150]},"counts_by_year":[{"year":2026,"cited_by_count":2},{"year":2025,"cited_by_count":2}],"updated_date":"2026-04-09T08:11:56.329763","created_date":"2025-10-10T00:00:00"}