{"id":"https://openalex.org/W4402215873","doi":"https://doi.org/10.1109/jas.2024.124278","title":"Scalable Temporal Dimension Preserved Tensor Completion for Missing Traffic Data Imputation with Orthogonal Initialization","display_name":"Scalable Temporal Dimension Preserved Tensor Completion for Missing Traffic Data Imputation with Orthogonal Initialization","publication_year":2024,"publication_date":"2024-09-04","ids":{"openalex":"https://openalex.org/W4402215873","doi":"https://doi.org/10.1109/jas.2024.124278"},"language":"en","primary_location":{"id":"doi:10.1109/jas.2024.124278","doi":"https://doi.org/10.1109/jas.2024.124278","is_oa":false,"landing_page_url":"https://doi.org/10.1109/jas.2024.124278","pdf_url":null,"source":{"id":"https://openalex.org/S2484288132","display_name":"IEEE/CAA Journal of Automatica Sinica","issn_l":"2329-9266","issn":["2329-9266","2329-9274"],"is_oa":false,"is_in_doaj":false,"is_core":true,"listed_in":["cwts-core","dongbi-a","jufo-2","norway-1","poland-70","russia-white-list-1","vabb-shw"],"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/CAA Journal of Automatica Sinica","raw_type":"journal-article"},"volume":null,"type":"article","is_traditional":true,"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/A5100420426","display_name":"Hong Chen","orcid":"https://orcid.org/0000-0002-3039-9054","observed_orcids":["https://orcid.org/0000-0002-3039-9054"]},"institutions":[{"id":"https://openalex.org/I111753288","display_name":"Fujian Normal University","ror":"https://ror.org/020azk594","country_code":"CN","type":"education","lineage":["https://openalex.org/I111753288"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Hong Chen","raw_affiliation_strings":["School of Mathematics and Statistics, Fujian Normal University,Fuzhou,China,350117"],"raw_orcid":"https://orcid.org/0000-0002-3039-9054","affiliations":[{"raw_affiliation_string":"School of Mathematics and Statistics, Fujian Normal University,Fuzhou,China,350117","institution_ids":["https://openalex.org/I111753288"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101851003","display_name":"Ming\u2010Wei Lin","orcid":"https://orcid.org/0000-0003-2026-7178","observed_orcids":["https://orcid.org/0000-0003-2026-7178"]},"institutions":[{"id":"https://openalex.org/I111753288","display_name":"Fujian Normal University","ror":"https://ror.org/020azk594","country_code":"CN","type":"education","lineage":["https://openalex.org/I111753288"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Mingwei Lin","raw_affiliation_strings":["College of Computer and Cyber Security, Fujian Normal University,Fuzhou,China,350117"],"raw_orcid":"https://orcid.org/0000-0003-2026-7178","affiliations":[{"raw_affiliation_string":"College of Computer and Cyber Security, Fujian Normal University,Fuzhou,China,350117","institution_ids":["https://openalex.org/I111753288"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5103275578","display_name":"Jiaqi Liu","orcid":"https://orcid.org/0009-0008-4596-888X","observed_orcids":["https://orcid.org/0009-0008-4596-888X"]},"institutions":[{"id":"https://openalex.org/I111753288","display_name":"Fujian Normal University","ror":"https://ror.org/020azk594","country_code":"CN","type":"education","lineage":["https://openalex.org/I111753288"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jiaqi Liu","raw_affiliation_strings":["College of Computer and Cyber Security, Fujian Normal University,Fuzhou,China,350117"],"raw_orcid":"https://orcid.org/0009-0008-4596-888X","affiliations":[{"raw_affiliation_string":"College of Computer and Cyber Security, Fujian Normal University,Fuzhou,China,350117","institution_ids":["https://openalex.org/I111753288"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5100437308","display_name":"Zeshui Xu","orcid":"https://orcid.org/0000-0003-3547-2908","observed_orcids":["https://orcid.org/0000-0003-3547-2908"]},"institutions":[{"id":"https://openalex.org/I24185976","display_name":"Sichuan University","ror":"https://ror.org/011ashp19","country_code":"CN","type":"education","lineage":["https://openalex.org/I24185976"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zeshui Xu","raw_affiliation_strings":["Business School, Sichuan University,Chengdu,China,610064"],"raw_orcid":"https://orcid.org/0000-0003-3547-2908","affiliations":[{"raw_affiliation_string":"Business School, Sichuan University,Chengdu,China,610064","institution_ids":["https://openalex.org/I24185976"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":1.9904,"has_fulltext":false,"cited_by_count":13,"citation_normalized_percentile":{"value":0.86247544,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":93,"max":99},"biblio":{"volume":"11","issue":"10","first_page":"2188","last_page":"2190"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12303","display_name":"Tensor decomposition and applications","score":0.9193999767303467,"subfield":{"id":"https://openalex.org/subfields/2605","display_name":"Computational Mathematics"},"field":{"id":"https://openalex.org/fields/26","display_name":"Mathematics"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T12303","display_name":"Tensor decomposition and applications","score":0.9193999767303467,"subfield":{"id":"https://openalex.org/subfields/2605","display_name":"Computational Mathematics"},"field":{"id":"https://openalex.org/fields/26","display_name":"Mathematics"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T11344","display_name":"Traffic Prediction and Management Techniques","score":0.07090000063180923,"subfield":{"id":"https://openalex.org/subfields/3313","display_name":"Transportation"},"field":{"id":"https://openalex.org/fields/33","display_name":"Social Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T11598","display_name":"Internet Traffic Analysis and Secure E-voting","score":0.0005000000237487257,"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/tensor-completion","display_name":"tensor completion","score":0.9639999866485596},{"id":"https://openalex.org/keywords/orthogonal-initialization","display_name":"orthogonal initialization","score":0.984000027179718},{"id":"https://openalex.org/keywords/traffic-state-estimation","display_name":"traffic state estimation","score":0.6690000295639038},{"id":"https://openalex.org/keywords/traffic-management","display_name":"traffic management","score":0.5619999766349792}],"concepts":[{"id":"https://openalex.org/C58041806","wikidata":"https://www.wikidata.org/wiki/Q1660484","display_name":"Imputation (statistics)","level":3,"score":0.6864348649978638},{"id":"https://openalex.org/C114466953","wikidata":"https://www.wikidata.org/wiki/Q6034165","display_name":"Initialization","level":2,"score":0.6841409802436829},{"id":"https://openalex.org/C9357733","wikidata":"https://www.wikidata.org/wiki/Q6878417","display_name":"Missing data","level":2,"score":0.6208270788192749},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5488572120666504},{"id":"https://openalex.org/C33676613","wikidata":"https://www.wikidata.org/wiki/Q13415176","display_name":"Dimension (graph theory)","level":2,"score":0.46902576088905334},{"id":"https://openalex.org/C155281189","wikidata":"https://www.wikidata.org/wiki/Q3518150","display_name":"Tensor (intrinsic definition)","level":2,"score":0.4446985423564911},{"id":"https://openalex.org/C48044578","wikidata":"https://www.wikidata.org/wiki/Q727490","display_name":"Scalability","level":2,"score":0.43613743782043457},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.2699626684188843},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.17323151230812073},{"id":"https://openalex.org/C202444582","wikidata":"https://www.wikidata.org/wiki/Q837863","display_name":"Pure mathematics","level":1,"score":0.08615118265151978},{"id":"https://openalex.org/C77088390","wikidata":"https://www.wikidata.org/wiki/Q8513","display_name":"Database","level":1,"score":0.06562018394470215},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/jas.2024.124278","doi":"https://doi.org/10.1109/jas.2024.124278","is_oa":false,"landing_page_url":"https://doi.org/10.1109/jas.2024.124278","pdf_url":null,"source":{"id":"https://openalex.org/S2484288132","display_name":"IEEE/CAA Journal of Automatica Sinica","issn_l":"2329-9266","issn":["2329-9266","2329-9274"],"is_oa":false,"is_in_doaj":false,"is_core":true,"listed_in":["cwts-core","dongbi-a","jufo-2","norway-1","poland-70","russia-white-list-1","vabb-shw"],"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/CAA Journal of Automatica Sinica","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/9","score":0.5378999710083008,"display_name":"Industry, innovation and infrastructure"},{"id":"https://metadata.un.org/sdg/11","score":0.5142999887466431,"display_name":"Sustainable cities and communities"}],"study_designs":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":10,"referenced_works":["https://openalex.org/W2085040216","https://openalex.org/W2091449379","https://openalex.org/W2944102862","https://openalex.org/W2980537499","https://openalex.org/W3034951560","https://openalex.org/W3119363261","https://openalex.org/W3157985175","https://openalex.org/W3166291381","https://openalex.org/W4205678748","https://openalex.org/W4224989626"],"related_works":["https://openalex.org/W4407351639","https://openalex.org/W4387824552","https://openalex.org/W4400524914","https://openalex.org/W3166291381","https://openalex.org/W3157985175","https://openalex.org/W4391798166","https://openalex.org/W3047935737","https://openalex.org/W7168950552","https://openalex.org/W7169508496","https://openalex.org/W4376312066"],"abstract_inverted_index":{"Dear":[0],"Editor,":[1],"This":[2],"letter":[3],"puts":[4],"forward":[5],"a":[6,155],"novel":[7],"scalable":[8,118,156],"temporal":[9,119,157],"dimension":[10,120,135],"preserved":[11,121,136],"tensor":[12,58,122,137,190],"completion":[13,56,123,138],"model":[14,125,207],"based":[15,91],"on":[16,30,92,196],"orthogonal":[17,183],"initialization":[18,95,184],"for":[19],"missing":[20,83],"traffic":[21,33,38,76,144,173,198],"data":[22],"(MTD)":[23],"imputation.":[24,194],"The":[25,48,87],"MTD":[26,49,88,193],"imputation":[27,50,89,216],"acts":[28],"directly":[29],"accessing":[31],"the":[32,37,44,62,70,105,116,128,134,148,209,215],"state,":[34],"and":[35,85,163,175,192],"affects":[36],"management.":[39],"However,":[40],"it":[41],"still":[42],"faces":[43],"following":[45,129],"challenges:":[46],"1)":[47],"is":[51,108],"usually":[52],"formulated":[53],"as":[54],"matrix":[55],"or":[57,81,101],"completion,":[59],"which":[60],"ignores":[61],"information":[63],"across":[64],"different":[65,79,82,170,201],"dimensions;":[66],"2)":[67],"Most":[68],"of":[69,78,172,214],"existing":[71],"models":[72,90,211],"cannot":[73],"generalize":[74],"to":[75,98,140,167,169,185],"datasets":[77,199],"scales":[80,171,202],"rates;":[84],"3)":[86],"Gaussian":[93],"random":[94],"easily":[96],"leads":[97],"gradient":[99],"explosion":[100],"vanishing,":[102],"so":[103],"that":[104,204],"training":[106],"accuracy":[107],"not":[109],"effectively":[110],"improved.":[111],"Inspired":[112],"by":[113],"these":[114],"findings,":[115],"proposed":[117,206],"(ST-DPTC)":[124],"creatively":[126],"establishes":[127],"three-fold":[130],"ideas:":[131],"a)":[132],"Incorporating":[133],"(DPTC)":[139],"extract":[141],"more":[142],"distinctive":[143],"structure":[145],"changes":[146],"from":[147],"low-rank":[149,187],"latent":[150,188],"factor":[151,189],"tensors;":[152],"b)":[153],"Adopting":[154],"(ST)":[158],"regularization":[159,179],"with":[160,182,200],"first-order":[161],"difference":[162,165],"second-order":[164],"operators":[166],"adapt":[168],"data;":[174],"c)":[176],"Embedding":[177],"ST":[178],"into":[180],"DPTC":[181],"perform":[186],"extraction":[191],"Results":[195],"real-world":[197],"show":[203],"our":[205],"exceeds":[208],"state-of-the-art":[210],"in":[212],"terms":[213],"accuracy.":[217]},"counts_by_year":[{"year":2026,"cited_by_count":3},{"year":2025,"cited_by_count":8},{"year":2024,"cited_by_count":2}],"updated_date":"2026-11-10T11:39:43.021295","created_date":"2024-09-05T00:00:00"}