{"id":"https://openalex.org/W4310896129","doi":"https://doi.org/10.1109/tits.2022.3208943","title":"Dual Dynamic Spatial-Temporal Graph Convolution Network for Traffic Prediction","display_name":"Dual Dynamic Spatial-Temporal Graph Convolution Network for Traffic Prediction","publication_year":2022,"publication_date":"2022-10-05","ids":{"openalex":"https://openalex.org/W4310896129","doi":"https://doi.org/10.1109/tits.2022.3208943"},"language":"en","primary_location":{"id":"doi:10.1109/tits.2022.3208943","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tits.2022.3208943","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/A5082380547","display_name":"Yanfeng Sun","orcid":"https://orcid.org/0000-0002-0872-384X"},"institutions":[{"id":"https://openalex.org/I37796252","display_name":"Beijing University of Technology","ror":"https://ror.org/037b1pp87","country_code":"CN","type":"education","lineage":["https://openalex.org/I37796252"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yanfeng Sun","raw_affiliation_strings":["Beijing Key Laboratory of Multimedia and Intelligent Software Technology, Faculty of Information Technology, Beijing Institute of Artificial Intelligence, Beijing University of Technology, Beijing, China"],"raw_orcid":"https://orcid.org/0000-0002-0872-384X","affiliations":[{"raw_affiliation_string":"Beijing Key Laboratory of Multimedia and Intelligent Software Technology, Faculty of Information Technology, Beijing Institute of Artificial Intelligence, Beijing University of Technology, Beijing, China","institution_ids":["https://openalex.org/I37796252"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5036326215","display_name":"Xiangheng Jiang","orcid":"https://orcid.org/0000-0003-3936-0479"},"institutions":[{"id":"https://openalex.org/I37796252","display_name":"Beijing University of Technology","ror":"https://ror.org/037b1pp87","country_code":"CN","type":"education","lineage":["https://openalex.org/I37796252"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xiangheng Jiang","raw_affiliation_strings":["Beijing Key Laboratory of Multimedia and Intelligent Software Technology, Faculty of Information Technology, Beijing Institute of Artificial Intelligence, Beijing University of Technology, Beijing, China"],"raw_orcid":"https://orcid.org/0000-0003-3936-0479","affiliations":[{"raw_affiliation_string":"Beijing Key Laboratory of Multimedia and Intelligent Software Technology, Faculty of Information Technology, Beijing Institute of Artificial Intelligence, Beijing University of Technology, Beijing, China","institution_ids":["https://openalex.org/I37796252"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5027329007","display_name":"Yongli Hu","orcid":"https://orcid.org/0000-0003-0440-438X"},"institutions":[{"id":"https://openalex.org/I37796252","display_name":"Beijing University of Technology","ror":"https://ror.org/037b1pp87","country_code":"CN","type":"education","lineage":["https://openalex.org/I37796252"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yongli Hu","raw_affiliation_strings":["Beijing Key Laboratory of Multimedia and Intelligent Software Technology, Faculty of Information Technology, Beijing Institute of Artificial Intelligence, Beijing University of Technology, Beijing, China"],"raw_orcid":"https://orcid.org/0000-0003-0440-438X","affiliations":[{"raw_affiliation_string":"Beijing Key Laboratory of Multimedia and Intelligent Software Technology, Faculty of Information Technology, Beijing Institute of Artificial Intelligence, Beijing University of Technology, Beijing, China","institution_ids":["https://openalex.org/I37796252"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5084694395","display_name":"Fuqing Duan","orcid":"https://orcid.org/0000-0002-3849-8532"},"institutions":[{"id":"https://openalex.org/I25254941","display_name":"Beijing Normal University","ror":"https://ror.org/022k4wk35","country_code":"CN","type":"education","lineage":["https://openalex.org/I25254941"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Fuqing Duan","raw_affiliation_strings":["School of Artificial Intelligence, Beijing Normal University, Beijing, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Artificial Intelligence, Beijing Normal University, Beijing, China","institution_ids":["https://openalex.org/I25254941"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5019048861","display_name":"Kan Guo","orcid":"https://orcid.org/0000-0002-9828-1028"},"institutions":[{"id":"https://openalex.org/I37796252","display_name":"Beijing University of Technology","ror":"https://ror.org/037b1pp87","country_code":"CN","type":"education","lineage":["https://openalex.org/I37796252"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Kan Guo","raw_affiliation_strings":["Beijing Key Laboratory of Multimedia and Intelligent Software Technology, Faculty of Information Technology, Beijing Institute of Artificial Intelligence, Beijing University of Technology, Beijing, China"],"raw_orcid":"https://orcid.org/0000-0002-9828-1028","affiliations":[{"raw_affiliation_string":"Beijing Key Laboratory of Multimedia and Intelligent Software Technology, Faculty of Information Technology, Beijing Institute of Artificial Intelligence, Beijing University of Technology, Beijing, China","institution_ids":["https://openalex.org/I37796252"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5091545406","display_name":"Boyue Wang","orcid":"https://orcid.org/0000-0002-2677-8342"},"institutions":[{"id":"https://openalex.org/I37796252","display_name":"Beijing University of Technology","ror":"https://ror.org/037b1pp87","country_code":"CN","type":"education","lineage":["https://openalex.org/I37796252"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Boyue Wang","raw_affiliation_strings":["Beijing Key Laboratory of Multimedia and Intelligent Software Technology, Faculty of Information Technology, Beijing Institute of Artificial Intelligence, Beijing University of Technology, Beijing, China"],"raw_orcid":"https://orcid.org/0000-0002-2677-8342","affiliations":[{"raw_affiliation_string":"Beijing Key Laboratory of Multimedia and Intelligent Software Technology, Faculty of Information Technology, Beijing Institute of Artificial Intelligence, Beijing University of Technology, Beijing, China","institution_ids":["https://openalex.org/I37796252"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5015817857","display_name":"Junbin Gao","orcid":"https://orcid.org/0000-0001-9803-0256"},"institutions":[{"id":"https://openalex.org/I129604602","display_name":"The University of Sydney","ror":"https://ror.org/0384j8v12","country_code":"AU","type":"education","lineage":["https://openalex.org/I129604602"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Junbin Gao","raw_affiliation_strings":["Discipline of Business Analytics, The University of Sydney Business School, The University of Sydney, Camperdown, NSW, Australia"],"raw_orcid":"https://orcid.org/0000-0001-9803-0256","affiliations":[{"raw_affiliation_string":"Discipline of Business Analytics, The University of Sydney Business School, The University of Sydney, Camperdown, NSW, Australia","institution_ids":["https://openalex.org/I129604602"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5020527092","display_name":"Baocai Yin","orcid":"https://orcid.org/0000-0003-3121-1823"},"institutions":[{"id":"https://openalex.org/I27357992","display_name":"Dalian University of Technology","ror":"https://ror.org/023hj5876","country_code":"CN","type":"education","lineage":["https://openalex.org/I27357992"]},{"id":"https://openalex.org/I37796252","display_name":"Beijing University of Technology","ror":"https://ror.org/037b1pp87","country_code":"CN","type":"education","lineage":["https://openalex.org/I37796252"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Baocai Yin","raw_affiliation_strings":["Beijing Key Laboratory of Multimedia and Intelligent Software Technology, Faculty of Information Technology, Beijing Institute of Artificial Intelligence, Beijing University of Technology, Beijing, China","Faulty of Electronic Information and Electrical Engineering, Dalian University of Technology, Dalian, China"],"raw_orcid":"https://orcid.org/0000-0003-3121-1823","affiliations":[{"raw_affiliation_string":"Beijing Key Laboratory of Multimedia and Intelligent Software Technology, Faculty of Information Technology, Beijing Institute of Artificial Intelligence, Beijing University of Technology, Beijing, China","institution_ids":["https://openalex.org/I37796252"]},{"raw_affiliation_string":"Faulty of Electronic Information and Electrical Engineering, Dalian University of Technology, Dalian, China","institution_ids":["https://openalex.org/I27357992"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":4,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":9.972,"has_fulltext":false,"cited_by_count":134,"citation_normalized_percentile":{"value":0.99330827,"is_in_top_1_percent":true,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":99,"max":100},"biblio":{"volume":"23","issue":"12","first_page":"23680","last_page":"23693"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11344","display_name":"Traffic Prediction and Management Techniques","score":1.0,"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"}},"topics":[{"id":"https://openalex.org/T11344","display_name":"Traffic Prediction and Management Techniques","score":1.0,"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/T10698","display_name":"Transportation Planning and Optimization","score":0.9902999997138977,"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/T10524","display_name":"Traffic control and management","score":0.9883999824523926,"subfield":{"id":"https://openalex.org/subfields/2207","display_name":"Control and Systems Engineering"},"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/computer-science","display_name":"Computer science","score":0.6622198820114136},{"id":"https://openalex.org/keywords/graph","display_name":"Graph","score":0.6416521668434143},{"id":"https://openalex.org/keywords/hypergraph","display_name":"Hypergraph","score":0.5541818141937256},{"id":"https://openalex.org/keywords/convolution","display_name":"Convolution (computer science)","score":0.5300583243370056},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.45333558320999146},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.36304134130477905},{"id":"https://openalex.org/keywords/theoretical-computer-science","display_name":"Theoretical computer science","score":0.3518882989883423},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.2760680019855499},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.20524641871452332},{"id":"https://openalex.org/keywords/discrete-mathematics","display_name":"Discrete mathematics","score":0.10284635424613953}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6622198820114136},{"id":"https://openalex.org/C132525143","wikidata":"https://www.wikidata.org/wiki/Q141488","display_name":"Graph","level":2,"score":0.6416521668434143},{"id":"https://openalex.org/C2781221856","wikidata":"https://www.wikidata.org/wiki/Q840247","display_name":"Hypergraph","level":2,"score":0.5541818141937256},{"id":"https://openalex.org/C45347329","wikidata":"https://www.wikidata.org/wiki/Q5166604","display_name":"Convolution (computer science)","level":3,"score":0.5300583243370056},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.45333558320999146},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.36304134130477905},{"id":"https://openalex.org/C80444323","wikidata":"https://www.wikidata.org/wiki/Q2878974","display_name":"Theoretical computer science","level":1,"score":0.3518882989883423},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.2760680019855499},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.20524641871452332},{"id":"https://openalex.org/C118615104","wikidata":"https://www.wikidata.org/wiki/Q121416","display_name":"Discrete mathematics","level":1,"score":0.10284635424613953},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/tits.2022.3208943","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tits.2022.3208943","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":[{"id":"https://metadata.un.org/sdg/11","score":0.7599999904632568,"display_name":"Sustainable cities and communities"}],"awards":[{"id":"https://openalex.org/G3577923441","display_name":null,"funder_award_id":"U1811463","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G6212863906","display_name":null,"funder_award_id":"U21B2038","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G645460288","display_name":null,"funder_award_id":"4222021","funder_id":"https://openalex.org/F4320322919","funder_display_name":"Natural Science Foundation of Beijing Municipality"},{"id":"https://openalex.org/G7095616356","display_name":null,"funder_award_id":"2017A24","funder_id":"https://openalex.org/F4320336570","funder_display_name":"Beijing Talents Fund"},{"id":"https://openalex.org/G7424655830","display_name":null,"funder_award_id":"KZ202210005008","funder_id":"https://openalex.org/F4320321793","funder_display_name":"Beijing Municipal Education Commission"},{"id":"https://openalex.org/G7744321187","display_name":null,"funder_award_id":"U19B2039","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G8959150943","display_name":null,"funder_award_id":"62172023","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"},{"id":"https://openalex.org/F4320321793","display_name":"Beijing Municipal Education Commission","ror":"https://ror.org/04bpn6s66"},{"id":"https://openalex.org/F4320322919","display_name":"Natural Science Foundation of Beijing Municipality","ror":null},{"id":"https://openalex.org/F4320336570","display_name":"Beijing Talents Fund","ror":null}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":89,"referenced_works":["https://openalex.org/W835638485","https://openalex.org/W994344872","https://openalex.org/W1549382001","https://openalex.org/W1971757341","https://openalex.org/W1973943669","https://openalex.org/W1974539152","https://openalex.org/W1983883318","https://openalex.org/W1991410369","https://openalex.org/W1992575402","https://openalex.org/W2007422655","https://openalex.org/W2011504567","https://openalex.org/W2016287239","https://openalex.org/W2025391890","https://openalex.org/W2036785686","https://openalex.org/W2038622450","https://openalex.org/W2040297119","https://openalex.org/W2049952439","https://openalex.org/W2051241238","https://openalex.org/W2064675550","https://openalex.org/W2069929199","https://openalex.org/W2076077609","https://openalex.org/W2080731889","https://openalex.org/W2114975872","https://openalex.org/W2130942839","https://openalex.org/W2137226992","https://openalex.org/W2137919597","https://openalex.org/W2139212933","https://openalex.org/W2142382652","https://openalex.org/W2146399611","https://openalex.org/W2149866111","https://openalex.org/W2150010190","https://openalex.org/W2157331557","https://openalex.org/W2163517193","https://openalex.org/W2163605009","https://openalex.org/W2166901389","https://openalex.org/W2171234954","https://openalex.org/W2190353863","https://openalex.org/W2281972242","https://openalex.org/W2337353068","https://openalex.org/W2392708022","https://openalex.org/W2528639018","https://openalex.org/W2550143307","https://openalex.org/W2565330852","https://openalex.org/W2567070169","https://openalex.org/W2572939427","https://openalex.org/W2573587735","https://openalex.org/W2613331518","https://openalex.org/W2756203131","https://openalex.org/W2792764867","https://openalex.org/W2892880750","https://openalex.org/W2903871660","https://openalex.org/W2904449562","https://openalex.org/W2904832339","https://openalex.org/W2912462370","https://openalex.org/W2919115771","https://openalex.org/W2945365184","https://openalex.org/W2963358464","https://openalex.org/W2964015378","https://openalex.org/W2965341826","https://openalex.org/W2995785141","https://openalex.org/W2996847713","https://openalex.org/W2998559444","https://openalex.org/W2999301586","https://openalex.org/W3027983943","https://openalex.org/W3044144773","https://openalex.org/W3084616068","https://openalex.org/W3096030871","https://openalex.org/W3103553187","https://openalex.org/W3103720336","https://openalex.org/W3123191313","https://openalex.org/W3123909522","https://openalex.org/W3124529092","https://openalex.org/W3125675327","https://openalex.org/W3158304688","https://openalex.org/W4248090385","https://openalex.org/W6623216214","https://openalex.org/W6679436768","https://openalex.org/W6680532697","https://openalex.org/W6681836967","https://openalex.org/W6684191040","https://openalex.org/W6726873649","https://openalex.org/W6731370813","https://openalex.org/W6746015598","https://openalex.org/W6749825310","https://openalex.org/W6762490134","https://openalex.org/W6771926048","https://openalex.org/W6782685586","https://openalex.org/W6789720248","https://openalex.org/W6794581564"],"related_works":["https://openalex.org/W4376608589","https://openalex.org/W1537073411","https://openalex.org/W1948107826","https://openalex.org/W3138003926","https://openalex.org/W1630514295","https://openalex.org/W4300037846","https://openalex.org/W4288275998","https://openalex.org/W2963081352","https://openalex.org/W4376608938","https://openalex.org/W2472555608"],"abstract_inverted_index":{"Recently,":[0],"Graph":[1,115],"Convolution":[2,7,116],"Network":[3,8,117],"(GCN)":[4],"and":[5,15,28,76,96,168,187],"Temporal":[6],"(TCN)":[9],"are":[10,83,99,199],"introduced":[11],"into":[12,150],"traffic":[13,32,47,56,70,131,147,155,165,179],"prediction":[14,156,180],"achieve":[16],"state-of-the-art":[17,194],"performance":[18],"due":[19],"to":[20,87],"their":[21,104],"good":[22,38],"ability":[23],"for":[24,81],"modeling":[25],"the":[26,40,46,53,60,63,67,78,88,94,123,127,130,137,142,146,160,164,188],"spatial":[27,95],"temporal":[29,97],"property":[30,125],"of":[31,36,49,55,62,69,72,90,126,129,141],"data.":[33],"In":[34,106],"spite":[35],"having":[37],"performance,":[39],"current":[41],"methods":[42],"generally":[43],"focus":[44],"on":[45,163,182],"measurement":[48],"road":[50,74,91,185],"segments,":[51],"i.e.":[52],"nodes":[54,128],"flow":[57,132,148,166],"graph,":[58,64],"while":[59],"edges":[61,143],"which":[65,119],"represent":[66],"correlation":[68],"data":[71],"different":[73],"segments":[75],"form":[77],"affinity":[79],"matrix":[80],"GCN,":[82],"usually":[84],"constructed":[85],"according":[86],"structure":[89],"network,":[92],"but":[93,134],"properties":[98],"not":[100,120],"well":[101],"exploited":[102],"in":[103],"theories.":[105],"this":[107],"paper,":[108],"we":[109],"propose":[110],"a":[111],"Dual":[112],"Dynamic":[113],"Spatial-Temporal":[114],"(DDSTGCN),":[118],"only":[121],"models":[122],"dynamic":[124,138],"graph":[133,149,167],"also":[135],"captures":[136],"spatial-temporal":[139],"feature":[140],"by":[144,159,177],"transforming":[145],"its":[151,169],"dual":[152,170],"hypergraph.":[153,171],"The":[154,172],"is":[157,175],"enhanced":[158],"collaborative":[161],"convolutions":[162],"proposed":[173],"method":[174],"evaluated":[176],"extensive":[178],"experiments":[181],"six":[183],"real":[184],"datasets":[186],"results":[189],"show":[190],"that":[191],"it":[192],"outperforms":[193],"related":[195],"methods.":[196],"Source":[197],"codes":[198],"available":[200],"at":[201],"<uri":[202],"xmlns:mml=\"http://www.w3.org/1998/Math/MathML\"":[203],"xmlns:xlink=\"http://www.w3.org/1999/xlink\">https://github.com/j1o2h3n/DDSTGCN</uri>":[204],".":[205]},"counts_by_year":[{"year":2026,"cited_by_count":27},{"year":2025,"cited_by_count":49},{"year":2024,"cited_by_count":40},{"year":2023,"cited_by_count":18}],"updated_date":"2026-07-19T07:52:34.831488","created_date":"2025-10-10T00:00:00"}