{"id":"https://openalex.org/W4408696474","doi":"https://doi.org/10.1109/itsc58415.2024.10919703","title":"A Spatio-Temporal Embedding and Attention Mechanism for Traffic Prediction in Large-Scale Road Networks","display_name":"A Spatio-Temporal Embedding and Attention Mechanism for Traffic Prediction in Large-Scale Road Networks","publication_year":2024,"publication_date":"2024-09-24","ids":{"openalex":"https://openalex.org/W4408696474","doi":"https://doi.org/10.1109/itsc58415.2024.10919703"},"language":"en","primary_location":{"id":"doi:10.1109/itsc58415.2024.10919703","is_oa":false,"landing_page_url":"https://doi.org/10.1109/itsc58415.2024.10919703","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 IEEE 27th International Conference on Intelligent Transportation Systems (ITSC)","raw_type":"proceedings-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/A5101532451","display_name":"Yaxin Zhao","orcid":"https://orcid.org/0009-0003-7292-5870"},"institutions":[{"id":"https://openalex.org/I158842170","display_name":"Chongqing University","ror":"https://ror.org/023rhb549","country_code":"CN","type":"education","lineage":["https://openalex.org/I158842170"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Yaxin Zhao","raw_affiliation_strings":["School of Management Science and Real Estate, Chongqing University,Chongqing,China"],"affiliations":[{"raw_affiliation_string":"School of Management Science and Real Estate, Chongqing University,Chongqing,China","institution_ids":["https://openalex.org/I158842170"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5049537151","display_name":"Pengcheng Xiang","orcid":"https://orcid.org/0000-0002-0663-2805"},"institutions":[{"id":"https://openalex.org/I158842170","display_name":"Chongqing University","ror":"https://ror.org/023rhb549","country_code":"CN","type":"education","lineage":["https://openalex.org/I158842170"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Pengcheng Xiang","raw_affiliation_strings":["School of Management Science and Real Estate, Chongqing University,Chongqing,China"],"affiliations":[{"raw_affiliation_string":"School of Management Science and Real Estate, Chongqing University,Chongqing,China","institution_ids":["https://openalex.org/I158842170"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5001575535","display_name":"Xinyu Luan","orcid":"https://orcid.org/0009-0004-5173-0705"},"institutions":[{"id":"https://openalex.org/I158842170","display_name":"Chongqing University","ror":"https://ror.org/023rhb549","country_code":"CN","type":"education","lineage":["https://openalex.org/I158842170"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xinyu Luan","raw_affiliation_strings":["School of Management Science and Real Estate, Chongqing University,Chongqing,China"],"affiliations":[{"raw_affiliation_string":"School of Management Science and Real Estate, Chongqing University,Chongqing,China","institution_ids":["https://openalex.org/I158842170"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5101654483","display_name":"Shengjie Liu","orcid":"https://orcid.org/0009-0007-6544-017X"},"institutions":[{"id":"https://openalex.org/I158842170","display_name":"Chongqing University","ror":"https://ror.org/023rhb549","country_code":"CN","type":"education","lineage":["https://openalex.org/I158842170"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Shengjie Liu","raw_affiliation_strings":["School of Management Science and Real Estate, Chongqing University,Chongqing,China"],"affiliations":[{"raw_affiliation_string":"School of Management Science and Real Estate, Chongqing University,Chongqing,China","institution_ids":["https://openalex.org/I158842170"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5101532451"],"corresponding_institution_ids":["https://openalex.org/I158842170"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.30401746,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"2518","last_page":"2523"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11344","display_name":"Traffic Prediction and Management Techniques","score":0.9979000091552734,"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":0.9979000091552734,"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/T10637","display_name":"Advanced Clustering Algorithms Research","score":0.9753000140190125,"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"}},{"id":"https://openalex.org/T10799","display_name":"Data Visualization and Analytics","score":0.9682999849319458,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6666088700294495},{"id":"https://openalex.org/keywords/scale","display_name":"Scale (ratio)","score":0.6317915320396423},{"id":"https://openalex.org/keywords/mechanism","display_name":"Mechanism (biology)","score":0.5798496007919312},{"id":"https://openalex.org/keywords/embedding","display_name":"Embedding","score":0.5308039784431458},{"id":"https://openalex.org/keywords/road-traffic","display_name":"Road traffic","score":0.45424115657806396},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.40582120418548584},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.3248465061187744},{"id":"https://openalex.org/keywords/transport-engineering","display_name":"Transport engineering","score":0.17136672139167786},{"id":"https://openalex.org/keywords/cartography","display_name":"Cartography","score":0.1293984055519104},{"id":"https://openalex.org/keywords/geography","display_name":"Geography","score":0.12489765882492065},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.1111791729927063},{"id":"https://openalex.org/keywords/physics","display_name":"Physics","score":0.06013691425323486}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6666088700294495},{"id":"https://openalex.org/C2778755073","wikidata":"https://www.wikidata.org/wiki/Q10858537","display_name":"Scale (ratio)","level":2,"score":0.6317915320396423},{"id":"https://openalex.org/C89611455","wikidata":"https://www.wikidata.org/wiki/Q6804646","display_name":"Mechanism (biology)","level":2,"score":0.5798496007919312},{"id":"https://openalex.org/C41608201","wikidata":"https://www.wikidata.org/wiki/Q980509","display_name":"Embedding","level":2,"score":0.5308039784431458},{"id":"https://openalex.org/C2985695025","wikidata":"https://www.wikidata.org/wiki/Q4323994","display_name":"Road traffic","level":2,"score":0.45424115657806396},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.40582120418548584},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.3248465061187744},{"id":"https://openalex.org/C22212356","wikidata":"https://www.wikidata.org/wiki/Q775325","display_name":"Transport engineering","level":1,"score":0.17136672139167786},{"id":"https://openalex.org/C58640448","wikidata":"https://www.wikidata.org/wiki/Q42515","display_name":"Cartography","level":1,"score":0.1293984055519104},{"id":"https://openalex.org/C205649164","wikidata":"https://www.wikidata.org/wiki/Q1071","display_name":"Geography","level":0,"score":0.12489765882492065},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.1111791729927063},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.06013691425323486},{"id":"https://openalex.org/C62520636","wikidata":"https://www.wikidata.org/wiki/Q944","display_name":"Quantum mechanics","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/itsc58415.2024.10919703","is_oa":false,"landing_page_url":"https://doi.org/10.1109/itsc58415.2024.10919703","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 IEEE 27th International Conference on Intelligent Transportation Systems (ITSC)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/11","display_name":"Sustainable cities and communities","score":0.699999988079071}],"awards":[{"id":"https://openalex.org/G11050378","display_name":null,"funder_award_id":"2023CDJSKZK02","funder_id":"https://openalex.org/F4320335787","funder_display_name":"Fundamental Research Funds for the Central Universities"}],"funders":[{"id":"https://openalex.org/F4320335787","display_name":"Fundamental Research Funds for the Central Universities","ror":null}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":13,"referenced_works":["https://openalex.org/W1888005072","https://openalex.org/W2154851992","https://openalex.org/W2756203131","https://openalex.org/W2962756421","https://openalex.org/W2997848713","https://openalex.org/W3041279471","https://openalex.org/W3176075655","https://openalex.org/W4280644226","https://openalex.org/W4289516034","https://openalex.org/W4296501493","https://openalex.org/W6746015598","https://openalex.org/W6780221082","https://openalex.org/W6802196605"],"related_works":["https://openalex.org/W2081900870","https://openalex.org/W2382997850","https://openalex.org/W2390968135","https://openalex.org/W2037549926","https://openalex.org/W2382213751","https://openalex.org/W2345479200","https://openalex.org/W2351750670","https://openalex.org/W1597848696","https://openalex.org/W2183306018","https://openalex.org/W2354715126"],"abstract_inverted_index":{"Various":[0],"fields":[1],"have":[2],"recognized":[3],"the":[4,29,52,65,84,88,99],"effectiveness":[5],"of":[6,72],"network":[7,19],"embedding":[8,20,53,60],"for":[9],"handling":[10],"large-scale":[11,22],"graphs.":[12],"However,":[13],"accurate":[14],"traffic":[15,33,109,113],"conditions":[16],"prediction":[17,118],"using":[18],"on":[21,111],"road":[23],"networks":[24],"remains":[25],"challenging":[26],"due":[27],"to":[28,62,96],"intricate":[30],"correlations":[31],"in":[32,83],"data.":[34],"To":[35],"tackle":[36],"this":[37],"challenge,":[38],"we":[39,55],"propose":[40],"a":[41,57],"novel":[42,58],"framework":[43],"called":[44],"Spatio-Temporal":[45],"Embedding":[46],"and":[47,68,77,120],"Attention":[48],"Mechanism":[49],"(STEAM).":[50],"In":[51],"process,":[54,90],"design":[56],"spatial":[59],"method":[61],"consider":[63],"both":[64],"local":[66],"structure":[67],"global":[69],"structural":[70],"role":[71],"each":[73],"node.":[74],"Concurrently,":[75],"long-term":[76],"short-term":[78],"temporal":[79,85],"dependencies":[80],"are":[81],"embedded":[82],"part.":[86],"During":[87],"inference":[89],"an":[91],"attention":[92],"mechanism":[93],"is":[94],"applied":[95],"adaptively":[97],"capture":[98],"nonlinear":[100],"spatio-temporal":[101],"correlations.":[102],"Our":[103],"model":[104],"was":[105],"evaluated":[106],"by":[107],"predicting":[108],"speed":[110],"two":[112],"datasets,":[114],"demonstrating":[115],"significantly":[116],"improved":[117],"performance":[119],"superior":[121],"generalization":[122],"capabilities.":[123]},"counts_by_year":[],"updated_date":"2025-12-28T23:10:05.387466","created_date":"2025-10-10T00:00:00"}
