{"id":"https://openalex.org/W4413318933","doi":"https://doi.org/10.1109/tits.2025.3596718","title":"Message Passing Period-Aware Imputation Network for Spatial-Temporal Traffic Missing Data","display_name":"Message Passing Period-Aware Imputation Network for Spatial-Temporal Traffic Missing Data","publication_year":2025,"publication_date":"2025-08-19","ids":{"openalex":"https://openalex.org/W4413318933","doi":"https://doi.org/10.1109/tits.2025.3596718"},"language":"en","primary_location":{"id":"doi:10.1109/tits.2025.3596718","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tits.2025.3596718","pdf_url":null,"source":{"id":"https://openalex.org/S144771191","display_name":"IEEE Transactions on Intelligent Transportation Systems","issn_l":"1524-9050","issn":["1524-9050","1558-0016"],"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 Intelligent Transportation Systems","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/A5066982002","display_name":"Yunliang Jiang","orcid":"https://orcid.org/0000-0003-4500-5836"},"institutions":[{"id":"https://openalex.org/I135237710","display_name":"Zhejiang Normal University","ror":"https://ror.org/01vevwk45","country_code":"CN","type":"education","lineage":["https://openalex.org/I135237710"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yunliang Jiang","raw_affiliation_strings":["Zhejiang Key Laboratory of Intelligent Education Technology and Application, Zhejiang Normal University, Jinhua, China"],"raw_orcid":"https://orcid.org/0000-0003-4500-5836","affiliations":[{"raw_affiliation_string":"Zhejiang Key Laboratory of Intelligent Education Technology and Application, Zhejiang Normal University, Jinhua, China","institution_ids":["https://openalex.org/I135237710"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5103447117","display_name":"Yuanqing Tang","orcid":"https://orcid.org/0009-0001-3565-1407"},"institutions":[{"id":"https://openalex.org/I135237710","display_name":"Zhejiang Normal University","ror":"https://ror.org/01vevwk45","country_code":"CN","type":"education","lineage":["https://openalex.org/I135237710"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yuanqing Tang","raw_affiliation_strings":["Zhejiang Key Laboratory of Intelligent Education Technology and Application, Zhejiang Normal University, Jinhua, China"],"raw_orcid":"https://orcid.org/0009-0001-3565-1407","affiliations":[{"raw_affiliation_string":"Zhejiang Key Laboratory of Intelligent Education Technology and Application, Zhejiang Normal University, Jinhua, China","institution_ids":["https://openalex.org/I135237710"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5021456147","display_name":"Xiongtao Zhang","orcid":"https://orcid.org/0000-0001-7873-3456"},"institutions":[{"id":"https://openalex.org/I135237710","display_name":"Zhejiang Normal University","ror":"https://ror.org/01vevwk45","country_code":"CN","type":"education","lineage":["https://openalex.org/I135237710"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xiongtao Zhang","raw_affiliation_strings":["Zhejiang Key Laboratory of Intelligent Education Technology and Application, Zhejiang Normal University, Jinhua, China"],"raw_orcid":"https://orcid.org/0000-0001-7873-3456","affiliations":[{"raw_affiliation_string":"Zhejiang Key Laboratory of Intelligent Education Technology and Application, Zhejiang Normal University, Jinhua, China","institution_ids":["https://openalex.org/I135237710"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5067785754","display_name":"Jungang Lou","orcid":"https://orcid.org/0000-0002-5325-0404"},"institutions":[{"id":"https://openalex.org/I135237710","display_name":"Zhejiang Normal University","ror":"https://ror.org/01vevwk45","country_code":"CN","type":"education","lineage":["https://openalex.org/I135237710"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jungang Lou","raw_affiliation_strings":["Zhejiang Key Laboratory of Intelligent Education Technology and Application, Zhejiang Normal University, Jinhua, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Zhejiang Key Laboratory of Intelligent Education Technology and Application, Zhejiang Normal University, Jinhua, China","institution_ids":["https://openalex.org/I135237710"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100724297","display_name":"Yong Liu","orcid":"https://orcid.org/0000-0003-4822-8939"},"institutions":[{"id":"https://openalex.org/I76130692","display_name":"Zhejiang University","ror":"https://ror.org/00a2xv884","country_code":"CN","type":"education","lineage":["https://openalex.org/I76130692"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yong Liu","raw_affiliation_strings":["Institute of Cyber-Systems and Control, Zhejiang University, Hangzhou, China"],"raw_orcid":"https://orcid.org/0000-0003-4822-8939","affiliations":[{"raw_affiliation_string":"Institute of Cyber-Systems and Control, Zhejiang University, Hangzhou, China","institution_ids":["https://openalex.org/I76130692"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5021759765","display_name":"Zhen Yang","orcid":"https://orcid.org/0000-0002-4800-5789"},"institutions":[{"id":"https://openalex.org/I3018263800","display_name":"Huzhou University","ror":"https://ror.org/04mvpxy20","country_code":"CN","type":"education","lineage":["https://openalex.org/I3018263800"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zhen Yang","raw_affiliation_strings":["School of Electronic Information, Huzhou College, Huzhou, Zhejiang, China"],"raw_orcid":"https://orcid.org/0000-0002-4800-5789","affiliations":[{"raw_affiliation_string":"School of Electronic Information, Huzhou College, Huzhou, Zhejiang, China","institution_ids":["https://openalex.org/I3018263800"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.20009385,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"26","issue":"10","first_page":"15558","last_page":"15567"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11980","display_name":"Human Mobility and Location-Based Analysis","score":0.9836999773979187,"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"}},"topics":[{"id":"https://openalex.org/T11980","display_name":"Human Mobility and Location-Based Analysis","score":0.9836999773979187,"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/T11344","display_name":"Traffic Prediction and Management Techniques","score":0.9761000275611877,"subfield":{"id":"https://openalex.org/subfields/2215","display_name":"Building and Construction"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T11512","display_name":"Anomaly Detection Techniques and Applications","score":0.9545000195503235,"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/imputation","display_name":"Imputation (statistics)","score":0.7402721047401428},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5481704473495483},{"id":"https://openalex.org/keywords/missing-data","display_name":"Missing data","score":0.537801206111908},{"id":"https://openalex.org/keywords/period","display_name":"Period (music)","score":0.5306338667869568},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.3627399206161499},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.11278325319290161}],"concepts":[{"id":"https://openalex.org/C58041806","wikidata":"https://www.wikidata.org/wiki/Q1660484","display_name":"Imputation (statistics)","level":3,"score":0.7402721047401428},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5481704473495483},{"id":"https://openalex.org/C9357733","wikidata":"https://www.wikidata.org/wiki/Q6878417","display_name":"Missing data","level":2,"score":0.537801206111908},{"id":"https://openalex.org/C2781291010","wikidata":"https://www.wikidata.org/wiki/Q178580","display_name":"Period (music)","level":2,"score":0.5306338667869568},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.3627399206161499},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.11278325319290161},{"id":"https://openalex.org/C24890656","wikidata":"https://www.wikidata.org/wiki/Q82811","display_name":"Acoustics","level":1,"score":0.0},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/tits.2025.3596718","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tits.2025.3596718","pdf_url":null,"source":{"id":"https://openalex.org/S144771191","display_name":"IEEE Transactions on Intelligent Transportation Systems","issn_l":"1524-9050","issn":["1524-9050","1558-0016"],"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 Intelligent Transportation Systems","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G1150634568","display_name":null,"funder_award_id":"U22A20102","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G5124036227","display_name":null,"funder_award_id":"62376094","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G851134392","display_name":null,"funder_award_id":"2023C01150","funder_id":"https://openalex.org/F4320335777","funder_display_name":"National Key Research and Development Program of China"}],"funders":[{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"},{"id":"https://openalex.org/F4320335777","display_name":"National Key Research and Development Program of China","ror":null}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":26,"referenced_works":["https://openalex.org/W2025379728","https://openalex.org/W2163150789","https://openalex.org/W2179076887","https://openalex.org/W2343462218","https://openalex.org/W2754385338","https://openalex.org/W2902048196","https://openalex.org/W2944102862","https://openalex.org/W2950635152","https://openalex.org/W3005886042","https://openalex.org/W3034951560","https://openalex.org/W3093085523","https://openalex.org/W3158644168","https://openalex.org/W3174697924","https://openalex.org/W3213716934","https://openalex.org/W4213445996","https://openalex.org/W4285219580","https://openalex.org/W4286610775","https://openalex.org/W4288039427","https://openalex.org/W4312055772","https://openalex.org/W4319335604","https://openalex.org/W4367057034","https://openalex.org/W4367397006","https://openalex.org/W4379805280","https://openalex.org/W4386510442","https://openalex.org/W4391667267","https://openalex.org/W4403582858"],"related_works":["https://openalex.org/W2181530120","https://openalex.org/W4211215373","https://openalex.org/W2024529227","https://openalex.org/W2055961818","https://openalex.org/W2903115227","https://openalex.org/W1574575415","https://openalex.org/W3144172081","https://openalex.org/W3179858851","https://openalex.org/W2081476516","https://openalex.org/W2581984549"],"abstract_inverted_index":{"Intelligent":[0],"Transportation":[1],"System":[2],"(ITS)":[3],"is":[4,53,85,91,117,149,161,180],"a":[5,54,177],"critical":[6],"component":[7],"of":[8,18,28,71,133],"smart":[9],"cities,":[10],"however,":[11],"certain":[12],"issues":[13],"significantly":[14],"limit":[15],"the":[16,21,25,47,69,78,88,98,108,115,120,125,131,134,138,142,146,153,157,165,172,184,194,200,203,208],"construction":[17],"ITS.":[19],"On":[20,46],"one":[22],"hand,":[23,49],"as":[24],"core":[26],"resource":[27],"ITS,":[29],"traffic":[30,50,135,147,186,227],"data":[31,72,213],"often":[32],"suffers":[33],"from":[34,60,199],"missing":[35,109,219,222],"values":[36,110],"due":[37],"to":[38,119,123,152,191,202],"sensor":[39],"failure,":[40],"communication":[41],"interruption,":[42],"and":[43,107,156,167,196,221],"so":[44],"on.":[45],"other":[48],"flow":[51,136,148,187],"change":[52],"complex":[55],"dynamic":[56],"process":[57],"that":[58,129,207],"resulted":[59],"periodic":[61,197],"changes":[62,132],"caused":[63],"by":[64,97,163,182],"social":[65],"activities,":[66],"which":[67],"increases":[68],"difficulty":[70],"completion.":[73],"To":[74],"address":[75],"these":[76],"issues,":[77],"Message":[79,99],"Passing":[80,100],"Period-Aware":[81,121],"Imputation":[82],"Network":[83],"(MPPAIN)":[84],"proposed.":[86],"Firstly,":[87],"spatial-temporal":[89,195],"information":[90],"transmitted":[92],"sequentially":[93],"in":[94,137,188,216],"time":[95,159,189],"order":[96,190],"Block":[101,122],"based":[102],"on":[103,224],"gated":[104],"recurrent":[105],"unit,":[106],"are":[111],"preliminarily":[112],"estimated.":[113],"Then,":[114],"output":[116],"fed":[118],"find":[124],"main":[126],"frequency":[127,139],"components":[128],"represent":[130],"domain":[140],"through":[141,171],"Fourier":[143],"transform.":[144],"Subsequently,":[145],"divided":[150],"according":[151],"major":[154],"periods,":[155],"second":[158],"estimation":[160],"completed":[162],"extracting":[164],"intra-periodic":[166],"inter-periodic":[168],"features":[169,198],"simultaneously":[170],"convolutional":[173],"neural":[174],"network.":[175],"Finally,":[176],"bi-directional":[178],"structure":[179],"designed":[181],"reversing":[183],"input":[185],"further":[192],"extract":[193],"future":[201],"past.":[204],"Experiments":[205],"demonstrate":[206],"proposed":[209],"model":[210],"has":[211],"excellent":[212],"imputation":[214],"capabilities":[215],"various":[217],"simulated":[218],"rates":[220],"scenarios":[223],"several":[225],"real":[226],"datasets.":[228]},"counts_by_year":[],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
