{"id":"https://openalex.org/W3082819286","doi":"https://doi.org/10.1109/access.2021.3071174","title":"Short-Term Traffic Prediction With Deep Neural Networks: A Survey","display_name":"Short-Term Traffic Prediction With Deep Neural Networks: A Survey","publication_year":2021,"publication_date":"2021-01-01","ids":{"openalex":"https://openalex.org/W3082819286","doi":"https://doi.org/10.1109/access.2021.3071174","mag":"3082819286"},"language":"en","primary_location":{"id":"doi:10.1109/access.2021.3071174","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2021.3071174","pdf_url":"https://ieeexplore.ieee.org/ielx7/6287639/9312710/09395529.pdf","source":{"id":"https://openalex.org/S2485537415","display_name":"IEEE Access","issn_l":"2169-3536","issn":["2169-3536"],"is_oa":true,"is_in_doaj":true,"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 Access","raw_type":"journal-article"},"type":"article","indexed_in":["arxiv","crossref","datacite","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://ieeexplore.ieee.org/ielx7/6287639/9312710/09395529.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5101677750","display_name":"Kyung\u2010Eun Lee","orcid":"https://orcid.org/0000-0002-1674-7147"},"institutions":[{"id":"https://openalex.org/I139264467","display_name":"Seoul National University","ror":"https://ror.org/04h9pn542","country_code":"KR","type":"education","lineage":["https://openalex.org/I139264467"]}],"countries":["KR"],"is_corresponding":false,"raw_author_name":"Kyungeun Lee","raw_affiliation_strings":["Department of Intelligence and Information, Seoul National University, Seoul, South Korea"],"raw_orcid":"https://orcid.org/0000-0002-1674-7147","affiliations":[{"raw_affiliation_string":"Department of Intelligence and Information, Seoul National University, Seoul, South Korea","institution_ids":["https://openalex.org/I139264467"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5031130690","display_name":"Moonjung Eo","orcid":"https://orcid.org/0000-0002-0114-8010"},"institutions":[{"id":"https://openalex.org/I139264467","display_name":"Seoul National University","ror":"https://ror.org/04h9pn542","country_code":"KR","type":"education","lineage":["https://openalex.org/I139264467"]}],"countries":["KR"],"is_corresponding":false,"raw_author_name":"Moonjung Eo","raw_affiliation_strings":["Department of Intelligence and Information, Seoul National University, Seoul, South Korea"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Intelligence and Information, Seoul National University, Seoul, South Korea","institution_ids":["https://openalex.org/I139264467"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5052541016","display_name":"Euna Jung","orcid":"https://orcid.org/0000-0002-8148-8735"},"institutions":[{"id":"https://openalex.org/I139264467","display_name":"Seoul National University","ror":"https://ror.org/04h9pn542","country_code":"KR","type":"education","lineage":["https://openalex.org/I139264467"]}],"countries":["KR"],"is_corresponding":false,"raw_author_name":"Euna Jung","raw_affiliation_strings":["Department of Intelligence and Information, Seoul National University, Seoul, South Korea"],"raw_orcid":"https://orcid.org/0000-0002-8148-8735","affiliations":[{"raw_affiliation_string":"Department of Intelligence and Information, Seoul National University, Seoul, South Korea","institution_ids":["https://openalex.org/I139264467"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5047381304","display_name":"Yoonjin Yoon","orcid":"https://orcid.org/0000-0002-3550-4431"},"institutions":[{"id":"https://openalex.org/I157485424","display_name":"Korea Advanced Institute of Science and Technology","ror":"https://ror.org/05apxxy63","country_code":"KR","type":"education","lineage":["https://openalex.org/I157485424"]}],"countries":["KR"],"is_corresponding":false,"raw_author_name":"Yoonjin Yoon","raw_affiliation_strings":["Department of Civil and Environmental Engineering, KAIST, Daejeon, South Korea","[Department of Civil and Environmental Engineering, KAIST, Daejeon, South Korea]"],"raw_orcid":"https://orcid.org/0000-0002-3550-4431","affiliations":[{"raw_affiliation_string":"Department of Civil and Environmental Engineering, KAIST, Daejeon, South Korea","institution_ids":["https://openalex.org/I157485424"]},{"raw_affiliation_string":"[Department of Civil and Environmental Engineering, KAIST, Daejeon, South Korea]","institution_ids":["https://openalex.org/I157485424"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5056032525","display_name":"Wonjong Rhee","orcid":"https://orcid.org/0000-0002-2590-8774"},"institutions":[{"id":"https://openalex.org/I139264467","display_name":"Seoul National University","ror":"https://ror.org/04h9pn542","country_code":"KR","type":"education","lineage":["https://openalex.org/I139264467"]}],"countries":["KR"],"is_corresponding":false,"raw_author_name":"Wonjong Rhee","raw_affiliation_strings":["AI Institute, Seoul National University, Seoul, South Korea","Department of Intelligence and Information, Seoul National University, Seoul, South Korea","Seoul National Univ.#TAB#"],"raw_orcid":"https://orcid.org/0000-0002-2590-8774","affiliations":[{"raw_affiliation_string":"AI Institute, Seoul National University, Seoul, South Korea","institution_ids":["https://openalex.org/I139264467"]},{"raw_affiliation_string":"Department of Intelligence and Information, Seoul National University, Seoul, South Korea","institution_ids":["https://openalex.org/I139264467"]},{"raw_affiliation_string":"Seoul National Univ.#TAB#","institution_ids":["https://openalex.org/I139264467"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":{"value":1850,"currency":"USD","value_usd":1850},"apc_paid":{"value":1850,"currency":"USD","value_usd":1850},"fwci":0.4163,"has_fulltext":true,"cited_by_count":4,"citation_normalized_percentile":{"value":0.55481554,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":94},"biblio":{"volume":"9","issue":null,"first_page":"54739","last_page":"54756"},"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/T10524","display_name":"Traffic control and management","score":0.9925000071525574,"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"}},{"id":"https://openalex.org/T11980","display_name":"Human Mobility and Location-Based Analysis","score":0.9821000099182129,"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":0.78537917137146},{"id":"https://openalex.org/keywords/deep-learning","display_name":"Deep learning","score":0.7244647741317749},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.5874966382980347},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5842053890228271},{"id":"https://openalex.org/keywords/deep-neural-networks","display_name":"Deep neural networks","score":0.5452396273612976},{"id":"https://openalex.org/keywords/term","display_name":"Term (time)","score":0.5188756585121155},{"id":"https://openalex.org/keywords/boltzmann-machine","display_name":"Boltzmann machine","score":0.5012671947479248},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.46927133202552795},{"id":"https://openalex.org/keywords/representation","display_name":"Representation (politics)","score":0.4565616846084595},{"id":"https://openalex.org/keywords/graph","display_name":"Graph","score":0.4407771825790405},{"id":"https://openalex.org/keywords/data-type","display_name":"Data type","score":0.4367346465587616},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.36375749111175537},{"id":"https://openalex.org/keywords/theoretical-computer-science","display_name":"Theoretical computer science","score":0.19037321209907532}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.78537917137146},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.7244647741317749},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.5874966382980347},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5842053890228271},{"id":"https://openalex.org/C2984842247","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep neural networks","level":3,"score":0.5452396273612976},{"id":"https://openalex.org/C61797465","wikidata":"https://www.wikidata.org/wiki/Q1188986","display_name":"Term (time)","level":2,"score":0.5188756585121155},{"id":"https://openalex.org/C192576344","wikidata":"https://www.wikidata.org/wiki/Q194706","display_name":"Boltzmann machine","level":3,"score":0.5012671947479248},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.46927133202552795},{"id":"https://openalex.org/C2776359362","wikidata":"https://www.wikidata.org/wiki/Q2145286","display_name":"Representation (politics)","level":3,"score":0.4565616846084595},{"id":"https://openalex.org/C132525143","wikidata":"https://www.wikidata.org/wiki/Q141488","display_name":"Graph","level":2,"score":0.4407771825790405},{"id":"https://openalex.org/C138958017","wikidata":"https://www.wikidata.org/wiki/Q190087","display_name":"Data type","level":2,"score":0.4367346465587616},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.36375749111175537},{"id":"https://openalex.org/C80444323","wikidata":"https://www.wikidata.org/wiki/Q2878974","display_name":"Theoretical computer science","level":1,"score":0.19037321209907532},{"id":"https://openalex.org/C199539241","wikidata":"https://www.wikidata.org/wiki/Q7748","display_name":"Law","level":1,"score":0.0},{"id":"https://openalex.org/C62520636","wikidata":"https://www.wikidata.org/wiki/Q944","display_name":"Quantum mechanics","level":1,"score":0.0},{"id":"https://openalex.org/C94625758","wikidata":"https://www.wikidata.org/wiki/Q7163","display_name":"Politics","level":2,"score":0.0},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.0},{"id":"https://openalex.org/C17744445","wikidata":"https://www.wikidata.org/wiki/Q36442","display_name":"Political science","level":0,"score":0.0},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.0}],"mesh":[],"locations_count":5,"locations":[{"id":"doi:10.1109/access.2021.3071174","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2021.3071174","pdf_url":"https://ieeexplore.ieee.org/ielx7/6287639/9312710/09395529.pdf","source":{"id":"https://openalex.org/S2485537415","display_name":"IEEE Access","issn_l":"2169-3536","issn":["2169-3536"],"is_oa":true,"is_in_doaj":true,"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 Access","raw_type":"journal-article"},{"id":"pmh:oai:arXiv.org:2009.00712","is_oa":true,"landing_page_url":"http://arxiv.org/abs/2009.00712","pdf_url":"https://arxiv.org/pdf/2009.00712","source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"text"},{"id":"mag:3082819286","is_oa":true,"landing_page_url":"https://arxiv.org/pdf/2009.00712","pdf_url":null,"source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"arXiv (Cornell University)","raw_type":null},{"id":"pmh:oai:doaj.org/article:3c6fabaa10574fbf8ae850f8a8f45542","is_oa":true,"landing_page_url":"https://doaj.org/article/3c6fabaa10574fbf8ae850f8a8f45542","pdf_url":null,"source":{"id":"https://openalex.org/S4306401280","display_name":"DOAJ (DOAJ: Directory of Open Access Journals)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by-sa","license_id":"https://openalex.org/licenses/cc-by-sa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"IEEE Access, Vol 9, Pp 54739-54756 (2021)","raw_type":"article"},{"id":"doi:10.48550/arxiv.2009.00712","is_oa":true,"landing_page_url":"https://doi.org/10.48550/arxiv.2009.00712","pdf_url":null,"source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":null,"is_accepted":false,"is_published":null,"raw_source_name":null,"raw_type":"Preprint"}],"best_oa_location":{"id":"doi:10.1109/access.2021.3071174","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2021.3071174","pdf_url":"https://ieeexplore.ieee.org/ielx7/6287639/9312710/09395529.pdf","source":{"id":"https://openalex.org/S2485537415","display_name":"IEEE Access","issn_l":"2169-3536","issn":["2169-3536"],"is_oa":true,"is_in_doaj":true,"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 Access","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G1610593994","display_name":null,"funder_award_id":"20ZR1100","funder_id":"https://openalex.org/F4320322093","funder_display_name":"Electronics and Telecommunications Research Institute"},{"id":"https://openalex.org/G6869896014","display_name":null,"funder_award_id":"NRF-2020R1A2C2007139","funder_id":"https://openalex.org/F4320322120","funder_display_name":"National Research Foundation of Korea"}],"funders":[{"id":"https://openalex.org/F4320320671","display_name":"National Research Foundation","ror":"https://ror.org/05s0g1g46"},{"id":"https://openalex.org/F4320322093","display_name":"Electronics and Telecommunications Research Institute","ror":"https://ror.org/03ysstz10"},{"id":"https://openalex.org/F4320322120","display_name":"National Research Foundation of Korea","ror":"https://ror.org/013aysd81"},{"id":"https://openalex.org/F4320328359","display_name":"Ministry of Science and ICT, South Korea","ror":"https://ror.org/01wpjm123"}],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W3082819286.pdf","grobid_xml":"https://content.openalex.org/works/W3082819286.grobid-xml"},"referenced_works_count":193,"referenced_works":["https://openalex.org/W197865394","https://openalex.org/W1485981043","https://openalex.org/W1895577753","https://openalex.org/W1928278792","https://openalex.org/W1959608418","https://openalex.org/W1973749534","https://openalex.org/W2004353783","https://openalex.org/W2012051283","https://openalex.org/W2036785686","https://openalex.org/W2064675550","https://openalex.org/W2099471712","https://openalex.org/W2100495367","https://openalex.org/W2108196201","https://openalex.org/W2108598243","https://openalex.org/W2111991989","https://openalex.org/W2125838338","https://openalex.org/W2137983211","https://openalex.org/W2144209400","https://openalex.org/W2151554678","https://openalex.org/W2157331557","https://openalex.org/W2163605009","https://openalex.org/W2165698076","https://openalex.org/W2194321275","https://openalex.org/W2257979135","https://openalex.org/W2322002063","https://openalex.org/W2460404912","https://openalex.org/W2504266609","https://openalex.org/W2528639018","https://openalex.org/W2529827714","https://openalex.org/W2533328922","https://openalex.org/W2533523411","https://openalex.org/W2557283755","https://openalex.org/W2560675361","https://openalex.org/W2562042873","https://openalex.org/W2572939427","https://openalex.org/W2573587735","https://openalex.org/W2579495707","https://openalex.org/W2583466634","https://openalex.org/W2583806860","https://openalex.org/W2593182953","https://openalex.org/W2613331518","https://openalex.org/W2614121823","https://openalex.org/W2624190409","https://openalex.org/W2695874637","https://openalex.org/W2724431948","https://openalex.org/W2735405280","https://openalex.org/W2736447473","https://openalex.org/W2743198946","https://openalex.org/W2751015792","https://openalex.org/W2751650042","https://openalex.org/W2766447205","https://openalex.org/W2772724270","https://openalex.org/W2775717462","https://openalex.org/W2782738497","https://openalex.org/W2782791108","https://openalex.org/W2782920454","https://openalex.org/W2782977972","https://openalex.org/W2790396156","https://openalex.org/W2791999218","https://openalex.org/W2792111260","https://openalex.org/W2792440155","https://openalex.org/W2792764867","https://openalex.org/W2793820729","https://openalex.org/W2794492064","https://openalex.org/W2797798291","https://openalex.org/W2802508687","https://openalex.org/W2806123914","https://openalex.org/W2807497715","https://openalex.org/W2807894308","https://openalex.org/W2808097153","https://openalex.org/W2808377988","https://openalex.org/W2808956223","https://openalex.org/W2809079004","https://openalex.org/W2809089690","https://openalex.org/W2810505651","https://openalex.org/W2883073525","https://openalex.org/W2884566142","https://openalex.org/W2884738862","https://openalex.org/W2885354784","https://openalex.org/W2885453527","https://openalex.org/W2888539709","https://openalex.org/W2889242892","https://openalex.org/W2889831443","https://openalex.org/W2890672150","https://openalex.org/W2892190444","https://openalex.org/W2896393885","https://openalex.org/W2896796370","https://openalex.org/W2897876396","https://openalex.org/W2900471328","https://openalex.org/W2903871660","https://openalex.org/W2903925613","https://openalex.org/W2904813135","https://openalex.org/W2904832339","https://openalex.org/W2905442144","https://openalex.org/W2906175158","https://openalex.org/W2906257585","https://openalex.org/W2907492528","https://openalex.org/W2907874667","https://openalex.org/W2908670131","https://openalex.org/W2910892140","https://openalex.org/W2911392324","https://openalex.org/W2911752602","https://openalex.org/W2921685418","https://openalex.org/W2922146383","https://openalex.org/W2942812842","https://openalex.org/W2947957204","https://openalex.org/W2950817888","https://openalex.org/W2951927893","https://openalex.org/W2954415500","https://openalex.org/W2963024417","https://openalex.org/W2963124587","https://openalex.org/W2963240573","https://openalex.org/W2963266252","https://openalex.org/W2963341956","https://openalex.org/W2963358464","https://openalex.org/W2963403868","https://openalex.org/W2963440544","https://openalex.org/W2963995014","https://openalex.org/W2964311892","https://openalex.org/W2964319113","https://openalex.org/W2966783050","https://openalex.org/W2968900629","https://openalex.org/W2969527441","https://openalex.org/W2972348273","https://openalex.org/W2972752351","https://openalex.org/W2975118617","https://openalex.org/W2983997240","https://openalex.org/W2984217383","https://openalex.org/W2987440502","https://openalex.org/W2989567700","https://openalex.org/W2993438196","https://openalex.org/W2994901268","https://openalex.org/W2996428491","https://openalex.org/W2996451395","https://openalex.org/W2997848713","https://openalex.org/W3000571180","https://openalex.org/W3000580943","https://openalex.org/W3001314220","https://openalex.org/W3001329848","https://openalex.org/W3001437801","https://openalex.org/W3002322803","https://openalex.org/W3005680577","https://openalex.org/W3016546268","https://openalex.org/W3027664001","https://openalex.org/W3027983943","https://openalex.org/W3033535063","https://openalex.org/W3034749137","https://openalex.org/W3034944009","https://openalex.org/W3035160371","https://openalex.org/W3094231942","https://openalex.org/W3103720336","https://openalex.org/W3137695714","https://openalex.org/W3146803896","https://openalex.org/W4210257598","https://openalex.org/W4233045210","https://openalex.org/W4234481182","https://openalex.org/W6606162393","https://openalex.org/W6637178625","https://openalex.org/W6640963894","https://openalex.org/W6659849045","https://openalex.org/W6679434410","https://openalex.org/W6681302672","https://openalex.org/W6684191040","https://openalex.org/W6727654133","https://openalex.org/W6728547873","https://openalex.org/W6728841359","https://openalex.org/W6730235577","https://openalex.org/W6730654704","https://openalex.org/W6739901393","https://openalex.org/W6741439554","https://openalex.org/W6746015598","https://openalex.org/W6747337883","https://openalex.org/W6748555476","https://openalex.org/W6749211188","https://openalex.org/W6749825310","https://openalex.org/W6751796012","https://openalex.org/W6751826626","https://openalex.org/W6755016640","https://openalex.org/W6755207826","https://openalex.org/W6756019123","https://openalex.org/W6756046566","https://openalex.org/W6756689208","https://openalex.org/W6763485134","https://openalex.org/W6768021236","https://openalex.org/W6770750589","https://openalex.org/W6773154122","https://openalex.org/W6774314701","https://openalex.org/W6775248243","https://openalex.org/W6778398424","https://openalex.org/W6778883912","https://openalex.org/W6780001629","https://openalex.org/W6785773631","https://openalex.org/W6788556936"],"related_works":["https://openalex.org/W3151697167","https://openalex.org/W2847547070","https://openalex.org/W3123191313","https://openalex.org/W3034944009","https://openalex.org/W3039728313","https://openalex.org/W3196868134","https://openalex.org/W3158498525","https://openalex.org/W3111769493","https://openalex.org/W2981827087","https://openalex.org/W3160775000","https://openalex.org/W3100997528","https://openalex.org/W3036600767","https://openalex.org/W2990329927","https://openalex.org/W3117970074","https://openalex.org/W3125675327","https://openalex.org/W2990668842","https://openalex.org/W2444291283","https://openalex.org/W3118660713","https://openalex.org/W3006044927","https://openalex.org/W3201886739"],"abstract_inverted_index":{"In":[0,34,61],"modern":[1],"transportation":[2],"systems,":[3],"an":[4],"enormous":[5],"amount":[6],"of":[7,52,88,101,129,132,144],"traffic":[8,22,35,153],"data":[9,79],"is":[10],"generated":[11],"every":[12],"day.":[13],"This":[14],"has":[15],"led":[16],"to":[17,83,112],"rapid":[18],"progress":[19],"in":[20,25,127,176],"short-term":[21],"prediction":[23],"(STTP),":[24],"which":[26],"deep":[27,41,70],"learning":[28],"methods":[29,81],"have":[30],"recently":[31],"been":[32],"applied.":[33],"networks":[36,43,71],"with":[37],"complex":[38],"spatiotemporal":[39,147],"relationships,":[40],"neural":[42],"(DNNs)":[44],"often":[45],"perform":[46],"well":[47],"because":[48],"they":[49],"are":[50,156],"capable":[51],"automatically":[53],"extracting":[54],"the":[55,84,105,113,130,142,145,163],"most":[56,114],"important":[57],"features":[58],"and":[59,86,90,118,138,141,158,171],"patterns.":[60],"this":[62],"study,":[63],"we":[64,167],"survey":[65],"recent":[66],"STTP":[67,125],"studies":[68,126],"applying":[69],"from":[72,104],"four":[73],"perspectives.":[74],"1)":[75],"We":[76,95,122,150],"summarize":[77,123],"input":[78],"representation":[80],"according":[82],"number":[85],"type":[87,131,143],"spatial":[89],"temporal":[91],"dependencies":[92],"involved.":[93],"2)":[94],"briefly":[96],"explain":[97],"a":[98],"wide":[99],"range":[100],"DNN":[102,133],"techniques":[103],"earliest":[106],"networks,":[107],"including":[108,116],"Restricted":[109],"Boltzmann":[110],"Machines,":[111],"recent,":[115],"graph-based":[117],"meta-learning":[119],"networks.":[120],"3)":[121],"previous":[124],"terms":[128],"techniques,":[134],"application":[135],"area,":[136],"dataset":[137],"code":[139],"availability,":[140],"represented":[146],"dependencies.":[148],"4)":[149],"compile":[151],"public":[152],"datasets":[154],"that":[155],"popular":[157],"can":[159],"be":[160],"used":[161],"as":[162],"standard":[164],"benchmarks.":[165],"Finally,":[166],"suggest":[168],"challenging":[169],"issues":[170],"possible":[172],"future":[173],"research":[174],"directions":[175],"STTP.":[177]},"counts_by_year":[{"year":2024,"cited_by_count":1},{"year":2023,"cited_by_count":1},{"year":2022,"cited_by_count":1},{"year":2021,"cited_by_count":1}],"updated_date":"2026-07-15T18:14:33.161393","created_date":"2025-10-10T00:00:00"}
