{"id":"https://openalex.org/W3092078817","doi":"https://doi.org/10.3390/s20205755","title":"Adaptive Weighted Graph Fusion Incomplete Multi-View Subspace Clustering","display_name":"Adaptive Weighted Graph Fusion Incomplete Multi-View Subspace Clustering","publication_year":2020,"publication_date":"2020-10-10","ids":{"openalex":"https://openalex.org/W3092078817","doi":"https://doi.org/10.3390/s20205755","mag":"3092078817","pmid":"https://pubmed.ncbi.nlm.nih.gov/33050507"},"language":"en","primary_location":{"id":"doi:10.3390/s20205755","is_oa":true,"landing_page_url":"https://doi.org/10.3390/s20205755","pdf_url":"https://www.mdpi.com/1424-8220/20/20/5755/pdf?version=1603079834","source":{"id":"https://openalex.org/S101949793","display_name":"Sensors","issn_l":"1424-8220","issn":["1424-8220"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Sensors","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj","pubmed"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://www.mdpi.com/1424-8220/20/20/5755/pdf?version=1603079834","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5025331095","display_name":"Pei Zhang","orcid":"https://orcid.org/0000-0002-3018-5080"},"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":"Pei Zhang","raw_affiliation_strings":["School of Computer, National University of Defense Technology, Changsha 410073, China"],"affiliations":[{"raw_affiliation_string":"School of Computer, National University of Defense Technology, Changsha 410073, China","institution_ids":["https://openalex.org/I170215575"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100656645","display_name":"Siwei Wang","orcid":"https://orcid.org/0000-0001-9517-262X"},"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":"Siwei Wang","raw_affiliation_strings":["School of Computer, National University of Defense Technology, Changsha 410073, China"],"affiliations":[{"raw_affiliation_string":"School of Computer, National University of Defense Technology, Changsha 410073, China","institution_ids":["https://openalex.org/I170215575"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5036028581","display_name":"Jingtao Hu","orcid":"https://orcid.org/0000-0003-0836-2973"},"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":"Jingtao Hu","raw_affiliation_strings":["School of Computer, National University of Defense Technology, Changsha 410073, China"],"affiliations":[{"raw_affiliation_string":"School of Computer, National University of Defense Technology, Changsha 410073, China","institution_ids":["https://openalex.org/I170215575"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5057249367","display_name":"Zhen Cheng","orcid":"https://orcid.org/0000-0002-7655-9930"},"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":"Zhen Cheng","raw_affiliation_strings":["School of Computer, National University of Defense Technology, Changsha 410073, China"],"affiliations":[{"raw_affiliation_string":"School of Computer, National University of Defense Technology, Changsha 410073, China","institution_ids":["https://openalex.org/I170215575"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5048544691","display_name":"Xifeng Guo","orcid":"https://orcid.org/0000-0002-3556-1516"},"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":"Xifeng Guo","raw_affiliation_strings":["School of Computer, National University of Defense Technology, Changsha 410073, China"],"affiliations":[{"raw_affiliation_string":"School of Computer, National University of Defense Technology, Changsha 410073, China","institution_ids":["https://openalex.org/I170215575"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5069681054","display_name":"En Zhu","orcid":"https://orcid.org/0000-0003-2305-7555"},"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":true,"raw_author_name":"En Zhu","raw_affiliation_strings":["School of Computer, National University of Defense Technology, Changsha 410073, China"],"affiliations":[{"raw_affiliation_string":"School of Computer, National University of Defense Technology, Changsha 410073, China","institution_ids":["https://openalex.org/I170215575"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5055756444","display_name":"Zhiping Cai","orcid":null},"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":"Zhiping Cai","raw_affiliation_strings":["School of Computer, National University of Defense Technology, Changsha 410073, China"],"affiliations":[{"raw_affiliation_string":"School of Computer, National University of Defense Technology, Changsha 410073, China","institution_ids":["https://openalex.org/I170215575"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":7,"corresponding_author_ids":["https://openalex.org/A5069681054"],"corresponding_institution_ids":["https://openalex.org/I170215575"],"apc_list":{"value":2400,"currency":"CHF","value_usd":2598},"apc_paid":{"value":2400,"currency":"CHF","value_usd":2598},"fwci":1.1777,"has_fulltext":true,"cited_by_count":27,"citation_normalized_percentile":{"value":0.81636746,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":94,"max":99},"biblio":{"volume":"20","issue":"20","first_page":"5755","last_page":"5755"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10331","display_name":"Video Surveillance and Tracking Methods","score":0.9980000257492065,"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/T10331","display_name":"Video Surveillance and Tracking Methods","score":0.9980000257492065,"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/T10057","display_name":"Face and Expression Recognition","score":0.996399998664856,"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/T10689","display_name":"Remote-Sensing Image Classification","score":0.9962000250816345,"subfield":{"id":"https://openalex.org/subfields/2214","display_name":"Media Technology"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/cluster-analysis","display_name":"Cluster analysis","score":0.7438780069351196},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6882069110870361},{"id":"https://openalex.org/keywords/graph","display_name":"Graph","score":0.5397130250930786},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.48908859491348267},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.458871990442276},{"id":"https://openalex.org/keywords/subspace-topology","display_name":"Subspace topology","score":0.45471808314323425},{"id":"https://openalex.org/keywords/regularization","display_name":"Regularization (linguistics)","score":0.42939549684524536},{"id":"https://openalex.org/keywords/sensor-fusion","display_name":"Sensor fusion","score":0.4179251194000244},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.36875951290130615},{"id":"https://openalex.org/keywords/theoretical-computer-science","display_name":"Theoretical computer science","score":0.3085533082485199}],"concepts":[{"id":"https://openalex.org/C73555534","wikidata":"https://www.wikidata.org/wiki/Q622825","display_name":"Cluster analysis","level":2,"score":0.7438780069351196},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6882069110870361},{"id":"https://openalex.org/C132525143","wikidata":"https://www.wikidata.org/wiki/Q141488","display_name":"Graph","level":2,"score":0.5397130250930786},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.48908859491348267},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.458871990442276},{"id":"https://openalex.org/C32834561","wikidata":"https://www.wikidata.org/wiki/Q660730","display_name":"Subspace topology","level":2,"score":0.45471808314323425},{"id":"https://openalex.org/C2776135515","wikidata":"https://www.wikidata.org/wiki/Q17143721","display_name":"Regularization (linguistics)","level":2,"score":0.42939549684524536},{"id":"https://openalex.org/C33954974","wikidata":"https://www.wikidata.org/wiki/Q486494","display_name":"Sensor fusion","level":2,"score":0.4179251194000244},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.36875951290130615},{"id":"https://openalex.org/C80444323","wikidata":"https://www.wikidata.org/wiki/Q2878974","display_name":"Theoretical computer science","level":1,"score":0.3085533082485199}],"mesh":[],"locations_count":5,"locations":[{"id":"doi:10.3390/s20205755","is_oa":true,"landing_page_url":"https://doi.org/10.3390/s20205755","pdf_url":"https://www.mdpi.com/1424-8220/20/20/5755/pdf?version=1603079834","source":{"id":"https://openalex.org/S101949793","display_name":"Sensors","issn_l":"1424-8220","issn":["1424-8220"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Sensors","raw_type":"journal-article"},{"id":"pmid:33050507","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/33050507","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":"Sensors (Basel, Switzerland)","raw_type":null},{"id":"pmh:oai:doaj.org/article:c9604b32a33149eaa3c90679133ea344","is_oa":true,"landing_page_url":"https://doaj.org/article/c9604b32a33149eaa3c90679133ea344","pdf_url":null,"source":{"id":"https://openalex.org/S112646816","display_name":"SHILAP Revista de lepidopterolog\u00eda","issn_l":"0300-5267","issn":["0300-5267","2340-4078"],"is_oa":true,"is_in_doaj":true,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":"cc-by-sa","license_id":"https://openalex.org/licenses/cc-by-sa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Sensors, Vol 20, Iss 20, p 5755 (2020)","raw_type":"article"},{"id":"pmh:oai:mdpi.com:/1424-8220/20/20/5755/","is_oa":true,"landing_page_url":"https://dx.doi.org/10.3390/s20205755","pdf_url":null,"source":{"id":"https://openalex.org/S4306400947","display_name":"MDPI (MDPI AG)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I4210097602","host_organization_name":"Multidisciplinary Digital Publishing Institute (Switzerland)","host_organization_lineage":["https://openalex.org/I4210097602"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Sensors; Volume 20; Issue 20; Pages: 5755","raw_type":"Text"},{"id":"pmh:oai:pubmedcentral.nih.gov:7601075","is_oa":true,"landing_page_url":"https://www.ncbi.nlm.nih.gov/pmc/articles/7601075","pdf_url":null,"source":{"id":"https://openalex.org/S2764455111","display_name":"PubMed Central","issn_l":null,"issn":null,"is_oa":true,"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":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Sensors (Basel)","raw_type":"Text"}],"best_oa_location":{"id":"doi:10.3390/s20205755","is_oa":true,"landing_page_url":"https://doi.org/10.3390/s20205755","pdf_url":"https://www.mdpi.com/1424-8220/20/20/5755/pdf?version=1603079834","source":{"id":"https://openalex.org/S101949793","display_name":"Sensors","issn_l":"1424-8220","issn":["1424-8220"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Sensors","raw_type":"journal-article"},"sustainable_development_goals":[{"display_name":"Partnerships for the goals","score":0.4099999964237213,"id":"https://metadata.un.org/sdg/17"}],"awards":[{"id":"https://openalex.org/G2449171418","display_name":null,"funder_award_id":"2018YFB1003203","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G4668466387","display_name":null,"funder_award_id":"6207246","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G4715595647","display_name":null,"funder_award_id":"62072465","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G6643592684","display_name":null,"funder_award_id":"61773392","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G700737026","display_name":null,"funder_award_id":"61672528","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":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W3092078817.pdf","grobid_xml":"https://content.openalex.org/works/W3092078817.grobid-xml"},"referenced_works_count":57,"referenced_works":["https://openalex.org/W1566135517","https://openalex.org/W1879834137","https://openalex.org/W1902027874","https://openalex.org/W1993962865","https://openalex.org/W1997201895","https://openalex.org/W1999693420","https://openalex.org/W2006533296","https://openalex.org/W2035979693","https://openalex.org/W2081549451","https://openalex.org/W2093279820","https://openalex.org/W2101324110","https://openalex.org/W2128603141","https://openalex.org/W2132205911","https://openalex.org/W2142674578","https://openalex.org/W2154415691","https://openalex.org/W2155904486","https://openalex.org/W2163463863","https://openalex.org/W2167968837","https://openalex.org/W2168103112","https://openalex.org/W2181159407","https://openalex.org/W2234634182","https://openalex.org/W2329838488","https://openalex.org/W2405459681","https://openalex.org/W2524927650","https://openalex.org/W2528144785","https://openalex.org/W2532239287","https://openalex.org/W2572663323","https://openalex.org/W2587115404","https://openalex.org/W2735834259","https://openalex.org/W2741998188","https://openalex.org/W2748391982","https://openalex.org/W2809299793","https://openalex.org/W2898233200","https://openalex.org/W2903731018","https://openalex.org/W2906529026","https://openalex.org/W2913322425","https://openalex.org/W2946808855","https://openalex.org/W2954752948","https://openalex.org/W2963517422","https://openalex.org/W2963812188","https://openalex.org/W2965510190","https://openalex.org/W2971342653","https://openalex.org/W2972739256","https://openalex.org/W2988613494","https://openalex.org/W2997707481","https://openalex.org/W3008561560","https://openalex.org/W3008739840","https://openalex.org/W3021015258","https://openalex.org/W3022399687","https://openalex.org/W3039782136","https://openalex.org/W3041619137","https://openalex.org/W4292157310","https://openalex.org/W6682991666","https://openalex.org/W6689820849","https://openalex.org/W6702306537","https://openalex.org/W6731815755","https://openalex.org/W6756643078"],"related_works":["https://openalex.org/W1980381208","https://openalex.org/W2364594919","https://openalex.org/W2167092671","https://openalex.org/W1861706286","https://openalex.org/W2219338811","https://openalex.org/W2149583853","https://openalex.org/W2143002539","https://openalex.org/W4293472652","https://openalex.org/W1120847856","https://openalex.org/W2130386332"],"abstract_inverted_index":{"With":[0],"the":[1,32,39,44,86,94,98,150,159,162,172,175,186,194,198,206],"enormous":[2],"amount":[3],"of":[4,31,43,164,174,210],"multi-source":[5],"data":[6,28,54,66,105],"produced":[7],"by":[8],"various":[9],"sensors":[10],"and":[11,23,123,208],"feature":[12,121],"extraction":[13,122],"approaches,":[14],"multi-view":[15,34,53,79,88],"clustering":[16,35,81,89],"(MVC)":[17],"has":[18],"attracted":[19],"developing":[20],"research":[21],"attention":[22],"is":[24,147,167,182],"widely":[25],"exploited":[26],"in":[27,49,97],"analysis.":[29],"Most":[30],"existing":[33,96,195],"methods":[36],"hold":[37],"on":[38,149,201],"assumption":[40],"that":[41],"all":[42],"views":[45,166],"are":[46,55],"complete.":[47],"However,":[48],"many":[50,59],"real":[51],"scenarios,":[52],"often":[56],"incomplete":[57,65,78,87,124],"for":[58,115,140],"reasons,":[60],"e.g.,":[61],"hardware":[62],"failure":[63],"or":[64],"collection.":[67],"In":[68],"this":[69],"paper,":[70],"we":[71,101,119],"propose":[72],"an":[73],"adaptive":[74],"weighted":[75],"graph":[76,113,125,141,152],"fusion":[77,126],"subspace":[80],"(AWGF-IMSC)":[82],"method":[83],"to":[84,92,111,153,158,184],"solve":[85,185],"problem.":[90],"Firstly,":[91],"eliminate":[93],"noise":[95],"original":[99,104],"space,":[100],"transform":[102],"complete":[103,151,176],"into":[106,127],"latent":[107],"representations":[108],"which":[109],"contribute":[110],"better":[112],"construction":[114,173],"each":[116,137],"view.":[117],"Then,":[118],"incorporate":[120],"a":[128],"unified":[129],"framework,":[130],"whereas":[131],"two":[132],"processes":[133],"can":[134],"negotiate":[135],"with":[136,190,193],"other,":[138],"serving":[139],"learning":[142],"tasks.":[143],"A":[144],"sparse":[145],"regularization":[146],"imposed":[148],"make":[154],"it":[155],"more":[156],"robust":[157],"view-inconsistency.":[160],"Besides,":[161],"importance":[163],"different":[165],"automatically":[168],"learned,":[169],"further":[170],"guiding":[171],"graph.":[177],"An":[178],"effective":[179],"iterative":[180],"algorithm":[181],"proposed":[183,212],"resulting":[187],"optimization":[188],"problem":[189],"convergence.":[191],"Compared":[192],"state-of-the-art":[196],"methods,":[197],"experiment":[199],"results":[200],"several":[202],"real-world":[203],"datasets":[204],"demonstrate":[205],"effectiveness":[207],"advancement":[209],"our":[211],"method.":[213]},"counts_by_year":[{"year":2025,"cited_by_count":8},{"year":2024,"cited_by_count":7},{"year":2023,"cited_by_count":6},{"year":2022,"cited_by_count":4},{"year":2021,"cited_by_count":2}],"updated_date":"2026-04-21T08:09:41.155169","created_date":"2025-10-10T00:00:00"}