{"id":"https://openalex.org/W4379116774","doi":"https://doi.org/10.1109/tits.2023.3279929","title":"GraphSAGE-Based Dynamic Spatial\u2013Temporal Graph Convolutional Network for Traffic Prediction","display_name":"GraphSAGE-Based Dynamic Spatial\u2013Temporal Graph Convolutional Network for Traffic Prediction","publication_year":2023,"publication_date":"2023-06-02","ids":{"openalex":"https://openalex.org/W4379116774","doi":"https://doi.org/10.1109/tits.2023.3279929"},"language":"en","primary_location":{"id":"doi:10.1109/tits.2023.3279929","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tits.2023.3279929","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/A5101521615","display_name":"Tao Liu","orcid":"https://orcid.org/0000-0003-1935-168X"},"institutions":[{"id":"https://openalex.org/I163340411","display_name":"Hohai University","ror":"https://ror.org/01wd4xt90","country_code":"CN","type":"education","lineage":["https://openalex.org/I163340411"]},{"id":"https://openalex.org/I4210097214","display_name":"Shandong Management University","ror":"https://ror.org/00vzprm14","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210097214"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Tao Liu","raw_affiliation_strings":["College of Information Science and Engineering, Hohai University, Changzhou, China","School of Information Engineering, Shandong Management University, Jinan, China"],"affiliations":[{"raw_affiliation_string":"College of Information Science and Engineering, Hohai University, Changzhou, China","institution_ids":["https://openalex.org/I163340411"]},{"raw_affiliation_string":"School of Information Engineering, Shandong Management University, Jinan, China","institution_ids":["https://openalex.org/I4210097214"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5028119374","display_name":"Aimin Jiang","orcid":"https://orcid.org/0000-0002-9181-934X"},"institutions":[{"id":"https://openalex.org/I163340411","display_name":"Hohai University","ror":"https://ror.org/01wd4xt90","country_code":"CN","type":"education","lineage":["https://openalex.org/I163340411"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Aimin Jiang","raw_affiliation_strings":["College of Information Science and Engineering, Hohai University, Changzhou, China"],"affiliations":[{"raw_affiliation_string":"College of Information Science and Engineering, Hohai University, Changzhou, China","institution_ids":["https://openalex.org/I163340411"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101055176","display_name":"Jia Zhou","orcid":null},"institutions":[{"id":"https://openalex.org/I163340411","display_name":"Hohai University","ror":"https://ror.org/01wd4xt90","country_code":"CN","type":"education","lineage":["https://openalex.org/I163340411"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jia Zhou","raw_affiliation_strings":["College of Information Science and Engineering, Hohai University, Changzhou, China"],"affiliations":[{"raw_affiliation_string":"College of Information Science and Engineering, Hohai University, Changzhou, China","institution_ids":["https://openalex.org/I163340411"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100661484","display_name":"Min Li","orcid":"https://orcid.org/0000-0001-6376-0865"},"institutions":[{"id":"https://openalex.org/I163340411","display_name":"Hohai University","ror":"https://ror.org/01wd4xt90","country_code":"CN","type":"education","lineage":["https://openalex.org/I163340411"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Min Li","raw_affiliation_strings":["College of Information Science and Engineering, Hohai University, Changzhou, China"],"affiliations":[{"raw_affiliation_string":"College of Information Science and Engineering, Hohai University, Changzhou, China","institution_ids":["https://openalex.org/I163340411"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5082995815","display_name":"Hon Keung Kwan","orcid":"https://orcid.org/0000-0003-0173-1625"},"institutions":[{"id":"https://openalex.org/I74413500","display_name":"University of Windsor","ror":"https://ror.org/01gw3d370","country_code":"CA","type":"education","lineage":["https://openalex.org/I74413500"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Hon Keung Kwan","raw_affiliation_strings":["Department of Electrical and Computer Engineering, University of Windsor, Windsor, Canada"],"affiliations":[{"raw_affiliation_string":"Department of Electrical and Computer Engineering, University of Windsor, Windsor, Canada","institution_ids":["https://openalex.org/I74413500"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5101521615"],"corresponding_institution_ids":["https://openalex.org/I163340411","https://openalex.org/I4210097214"],"apc_list":null,"apc_paid":null,"fwci":12.6926,"has_fulltext":false,"cited_by_count":83,"citation_normalized_percentile":{"value":0.99493204,"is_in_top_1_percent":true,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":94,"max":100},"biblio":{"volume":"24","issue":"10","first_page":"11210","last_page":"11224"},"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":0.9955999851226807,"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/T11980","display_name":"Human Mobility and Location-Based Analysis","score":0.9955000281333923,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6974548101425171},{"id":"https://openalex.org/keywords/graph","display_name":"Graph","score":0.4870021939277649},{"id":"https://openalex.org/keywords/convolutional-neural-network","display_name":"Convolutional neural network","score":0.42267102003097534},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.4042242467403412},{"id":"https://openalex.org/keywords/theoretical-computer-science","display_name":"Theoretical computer science","score":0.20697185397148132}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6974548101425171},{"id":"https://openalex.org/C132525143","wikidata":"https://www.wikidata.org/wiki/Q141488","display_name":"Graph","level":2,"score":0.4870021939277649},{"id":"https://openalex.org/C81363708","wikidata":"https://www.wikidata.org/wiki/Q17084460","display_name":"Convolutional neural network","level":2,"score":0.42267102003097534},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4042242467403412},{"id":"https://openalex.org/C80444323","wikidata":"https://www.wikidata.org/wiki/Q2878974","display_name":"Theoretical computer science","level":1,"score":0.20697185397148132}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/tits.2023.3279929","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tits.2023.3279929","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/G3225908587","display_name":null,"funder_award_id":"61801055","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G7401728511","display_name":null,"funder_award_id":"2018B23014","funder_id":"https://openalex.org/F4320335787","funder_display_name":"Fundamental Research Funds for the Central Universities"}],"funders":[{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"},{"id":"https://openalex.org/F4320335787","display_name":"Fundamental Research Funds for the Central Universities","ror":null}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":79,"referenced_works":["https://openalex.org/W1964725609","https://openalex.org/W1967681834","https://openalex.org/W1973943669","https://openalex.org/W2004353783","https://openalex.org/W2008483594","https://openalex.org/W2012497517","https://openalex.org/W2019887055","https://openalex.org/W2032717371","https://openalex.org/W2036785686","https://openalex.org/W2073488975","https://openalex.org/W2075407851","https://openalex.org/W2083316861","https://openalex.org/W2094350745","https://openalex.org/W2101491865","https://openalex.org/W2132711183","https://openalex.org/W2134460702","https://openalex.org/W2150498351","https://openalex.org/W2150964976","https://openalex.org/W2160507653","https://openalex.org/W2165991108","https://openalex.org/W2171234954","https://openalex.org/W2177262641","https://openalex.org/W2259959024","https://openalex.org/W2464389546","https://openalex.org/W2572939427","https://openalex.org/W2579495707","https://openalex.org/W2756203131","https://openalex.org/W2901504064","https://openalex.org/W2903871660","https://openalex.org/W2949449669","https://openalex.org/W2950817888","https://openalex.org/W2962790412","https://openalex.org/W2964015378","https://openalex.org/W2965341826","https://openalex.org/W2970413753","https://openalex.org/W2989567700","https://openalex.org/W2996451395","https://openalex.org/W2996847713","https://openalex.org/W2997848713","https://openalex.org/W2998436408","https://openalex.org/W3001437801","https://openalex.org/W3003862857","https://openalex.org/W3008579601","https://openalex.org/W3025296553","https://openalex.org/W3035580605","https://openalex.org/W3038156700","https://openalex.org/W3080344546","https://openalex.org/W3084616068","https://openalex.org/W3087813748","https://openalex.org/W3092125438","https://openalex.org/W3092527624","https://openalex.org/W3103720336","https://openalex.org/W3108550173","https://openalex.org/W3123191313","https://openalex.org/W3127098469","https://openalex.org/W3158304688","https://openalex.org/W3174022889","https://openalex.org/W3185561982","https://openalex.org/W3208098017","https://openalex.org/W3208773001","https://openalex.org/W4200053119","https://openalex.org/W4224119973","https://openalex.org/W4252337780","https://openalex.org/W4289366462","https://openalex.org/W4290877727","https://openalex.org/W4312758597","https://openalex.org/W4380480573","https://openalex.org/W4385245566","https://openalex.org/W6637178625","https://openalex.org/W6640212811","https://openalex.org/W6677604277","https://openalex.org/W6720006811","https://openalex.org/W6726873649","https://openalex.org/W6737778391","https://openalex.org/W6738964360","https://openalex.org/W6746015598","https://openalex.org/W6756413148","https://openalex.org/W6757713970","https://openalex.org/W6780221082"],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W2899084033","https://openalex.org/W2748952813","https://openalex.org/W2390279801","https://openalex.org/W4391913857","https://openalex.org/W2358668433","https://openalex.org/W4396701345","https://openalex.org/W2376932109","https://openalex.org/W2001405890","https://openalex.org/W4396696052"],"abstract_inverted_index":{"Traffic":[0],"networks":[1],"exhibit":[2],"complex":[3],"spatial-temporal":[4,26,38,90,96,160],"dependencies,":[5],"and":[6,51,82],"accurately":[7],"capturing":[8],"such":[9],"dependencies":[10,84],"is":[11,110],"critical":[12],"to":[13,48,93,112,124],"improving":[14],"prediction":[15,68],"accuracy.":[16],"Recently,":[17],"many":[18],"deep":[19,31,63],"learning":[20,32,64],"models":[21,33],"have":[22,34],"been":[23,35],"proposed":[24],"for":[25,37,66,159],"dependency":[27,39,161],"modeling.":[28,162],"While":[29],"numerous":[30],"developed":[36],"modeling,":[40],"most":[41],"rely":[42],"on":[43,120,148],"different":[44],"types":[45],"of":[46,101,143,156],"convolutions":[47],"extract":[49,94],"spatial":[50,81,104],"temporal":[52,83,138],"correlations":[53,97],"separately.":[54],"To":[55],"address":[56],"this":[57],"limitation,":[58],"we":[59,131],"propose":[60],"a":[61,89,102],"novel":[62],"framework":[65],"traffic":[67,117,129],"called":[69],"GraphSAGE-based":[70],"Dynamic":[71],"Spatial-Temporal":[72],"Graph":[73],"Convolutional":[74],"Network":[75],"(DST-GraphSAGE),":[76],"which":[77,152],"can":[78],"capture":[79,125],"dynamic":[80],"simultaneously.":[85],"Our":[86],"model":[87,158],"utilizes":[88],"GraphSAGE":[91],"module":[92],"localized":[95],"from":[98],"past":[99],"observations":[100],"node\u2019s":[103],"neighbors.":[105],"Meanwhile,":[106],"the":[107,137,154],"attention":[108],"mechanism":[109],"incorporated":[111],"dynamically":[113],"learn":[114],"weights":[115],"between":[116],"nodes":[118],"based":[119],"graph":[121],"features.":[122],"Additionally,":[123],"long-term":[126],"trends":[127],"in":[128],"data,":[130],"employ":[132],"dilated":[133],"causal":[134],"convolution":[135,139],"as":[136],"layer.":[140],"A":[141],"series":[142],"numerical":[144],"experiments":[145],"are":[146],"conducted":[147],"five":[149],"real-world":[150],"datasets,":[151],"demonstrates":[153],"effectiveness":[155],"our":[157]},"counts_by_year":[{"year":2026,"cited_by_count":12},{"year":2025,"cited_by_count":48},{"year":2024,"cited_by_count":21},{"year":2023,"cited_by_count":2}],"updated_date":"2026-04-10T15:06:20.359241","created_date":"2025-10-10T00:00:00"}
