{"id":"https://openalex.org/W4402811334","doi":"https://doi.org/10.1109/iccc62479.2024.10681692","title":"ST-Mamba: Spatial-Temporal Mamba for Traffic Flow Estimation Recovery using Limited Data","display_name":"ST-Mamba: Spatial-Temporal Mamba for Traffic Flow Estimation Recovery using Limited Data","publication_year":2024,"publication_date":"2024-08-07","ids":{"openalex":"https://openalex.org/W4402811334","doi":"https://doi.org/10.1109/iccc62479.2024.10681692"},"language":"en","primary_location":{"id":"doi:10.1109/iccc62479.2024.10681692","doi":"https://doi.org/10.1109/iccc62479.2024.10681692","is_oa":false,"landing_page_url":"https://doi.org/10.1109/iccc62479.2024.10681692","pdf_url":null,"source":{"id":"https://openalex.org/S4363608039","display_name":"IEEE/CIC International Conference on Communications in China (ICCC)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"conference"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 IEEE/CIC International Conference on Communications in China (ICCC)","raw_type":"proceedings-article"},"volume":null,"type":"conference-paper","is_traditional":true,"indexed_in":["arxiv","crossref","datacite"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://arxiv.org/pdf/2407.08558","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5114191014","display_name":"Doncheng Yuan","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I881766915","display_name":"Nanjing University","ror":"https://ror.org/01rxvg760","country_code":"CN","type":"education","lineage":["https://openalex.org/I881766915"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Doncheng Yuan","raw_affiliation_strings":["Nanjing University,School of Electronic Science and Engineering,Nanjing,China,210023"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Nanjing University,School of Electronic Science and Engineering,Nanjing,China,210023","institution_ids":["https://openalex.org/I881766915"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5035878200","display_name":"Jianzhe Xue","orcid":"https://orcid.org/0009-0007-7278-9177","observed_orcids":["https://orcid.org/0009-0007-7278-9177"]},"institutions":[{"id":"https://openalex.org/I881766915","display_name":"Nanjing University","ror":"https://ror.org/01rxvg760","country_code":"CN","type":"education","lineage":["https://openalex.org/I881766915"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jianzhe Xue","raw_affiliation_strings":["Nanjing University,School of Electronic Science and Engineering,Nanjing,China,210023"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Nanjing University,School of Electronic Science and Engineering,Nanjing,China,210023","institution_ids":["https://openalex.org/I881766915"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5045035133","display_name":"Jinshan Su","orcid":"https://orcid.org/0000-0001-5966-6614","observed_orcids":["https://orcid.org/0000-0001-5966-6614"]},"institutions":[{"id":"https://openalex.org/I3130859241","display_name":"Yili Normal University","ror":"https://ror.org/019htgm96","country_code":"CN","type":"education","lineage":["https://openalex.org/I3130859241"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jinshan Su","raw_affiliation_strings":["Yili Normal University,Key Laboratory of Vibration Signal Capture and Intelligent Processing,Yining,China,835000"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Yili Normal University,Key Laboratory of Vibration Signal Capture and Intelligent Processing,Yining,China,835000","institution_ids":["https://openalex.org/I3130859241"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5063181504","display_name":"Wenchao Xu","orcid":"https://orcid.org/0000-0003-0983-387X","observed_orcids":["https://orcid.org/0000-0003-0983-387X","https://orcid.org/0000-0002-3256-8261"]},"institutions":[{"id":"https://openalex.org/I14243506","display_name":"Hong Kong Polytechnic University","ror":"https://ror.org/0030zas98","country_code":"HK","type":"education","lineage":["https://openalex.org/I14243506"]}],"countries":["HK"],"is_corresponding":false,"raw_author_name":"Wenchao Xu","raw_affiliation_strings":["the Hong Kong Polytechnic University,Department of Computing"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"the Hong Kong Polytechnic University,Department of Computing","institution_ids":["https://openalex.org/I14243506"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5107956289","display_name":"Haibo Zhou","orcid":"https://orcid.org/0000-0002-6549-8917","observed_orcids":["https://orcid.org/0000-0002-6549-8917"]},"institutions":[{"id":"https://openalex.org/I881766915","display_name":"Nanjing University","ror":"https://ror.org/01rxvg760","country_code":"CN","type":"education","lineage":["https://openalex.org/I881766915"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Haibo Zhou","raw_affiliation_strings":["Nanjing University,School of Electronic Science and Engineering,Nanjing,China,210023"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Nanjing University,School of Electronic Science and Engineering,Nanjing,China,210023","institution_ids":["https://openalex.org/I881766915"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":3,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":6.6246,"has_fulltext":true,"cited_by_count":11,"citation_normalized_percentile":{"value":0.97675402,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":89,"max":99},"biblio":{"volume":null,"issue":null,"first_page":"1928","last_page":"1933"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11344","display_name":"Traffic Prediction and Management Techniques","score":0.9990000128746033,"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/T11344","display_name":"Traffic Prediction and Management Techniques","score":0.9990000128746033,"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":0.0007999999797903001,"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/T11106","display_name":"Data Management and Algorithms","score":0.0,"subfield":{"id":"https://openalex.org/subfields/1710","display_name":"Information Systems"},"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/traffic-flow-estimation","display_name":"traffic flow estimation","score":1.0},{"id":"https://openalex.org/keywords/mamba","display_name":"Mamba","score":0.8960000276565552},{"id":"https://openalex.org/keywords/spatio-temporal-modeling","display_name":"spatio-temporal modeling","score":0.8579999804496765},{"id":"https://openalex.org/keywords/data-scarcity","display_name":"data scarcity","score":0.7770000100135803},{"id":"https://openalex.org/keywords/gps-data","display_name":"GPS data","score":0.6449999809265137},{"id":"https://openalex.org/keywords/urban-traffic","display_name":"urban traffic","score":0.6769999861717224}],"concepts":[{"id":"https://openalex.org/C96250715","wikidata":"https://www.wikidata.org/wiki/Q965330","display_name":"Estimation","level":2,"score":0.5219504237174988},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.4345414340496063},{"id":"https://openalex.org/C38349280","wikidata":"https://www.wikidata.org/wiki/Q1434290","display_name":"Flow (mathematics)","level":2,"score":0.43114349246025085},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.17700141668319702},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.08861225843429565},{"id":"https://openalex.org/C201995342","wikidata":"https://www.wikidata.org/wiki/Q682496","display_name":"Systems engineering","level":1,"score":0.0},{"id":"https://openalex.org/C2524010","wikidata":"https://www.wikidata.org/wiki/Q8087","display_name":"Geometry","level":1,"score":0.0}],"mesh":[],"locations_count":4,"locations":[{"id":"doi:10.1109/iccc62479.2024.10681692","doi":"https://doi.org/10.1109/iccc62479.2024.10681692","is_oa":false,"landing_page_url":"https://doi.org/10.1109/iccc62479.2024.10681692","pdf_url":null,"source":{"id":"https://openalex.org/S4363608039","display_name":"IEEE/CIC International Conference on Communications in China (ICCC)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"conference"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 IEEE/CIC International Conference on Communications in China (ICCC)","raw_type":"proceedings-article"},{"id":"pmh:oai:arXiv.org:2407.08558","doi":null,"is_oa":true,"landing_page_url":"http://arxiv.org/abs/2407.08558","pdf_url":"https://arxiv.org/pdf/2407.08558","source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":"2331-8422","issn":["2331-8422"],"is_oa":true,"is_in_doaj":false,"is_core":false,"listed_in":[],"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":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"text"},{"id":"pmh:oai:repository.hkust.edu.hk:1783.1-170701","doi":null,"is_oa":false,"landing_page_url":"http://repository.hkust.edu.hk/ir/Record/1783.1-170701","pdf_url":null,"source":{"id":"https://openalex.org/S4306401796","display_name":"Rare & Special e-Zone (The Hong Kong University of Science and Technology)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I200769079","host_organization_name":"Hong Kong University of Science and Technology","host_organization_lineage":["https://openalex.org/I200769079"],"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":"Conference paper"},{"id":"doi:10.48550/arxiv.2407.08558","doi":"https://doi.org/10.48550/arxiv.2407.08558","is_oa":true,"landing_page_url":"https://doi.org/10.48550/arxiv.2407.08558","pdf_url":null,"source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":"2331-8422","issn":["2331-8422"],"is_oa":true,"is_in_doaj":false,"is_core":false,"listed_in":[],"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":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":null,"is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"Preprint"}],"best_oa_location":{"id":"pmh:oai:arXiv.org:2407.08558","doi":null,"is_oa":true,"landing_page_url":"http://arxiv.org/abs/2407.08558","pdf_url":"https://arxiv.org/pdf/2407.08558","source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":"2331-8422","issn":["2331-8422"],"is_oa":true,"is_in_doaj":false,"is_core":false,"listed_in":[],"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":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"text"},"sustainable_development_goals":[{"display_name":"Industry, innovation and infrastructure","score":1.0,"id":"https://metadata.un.org/sdg/9"},{"display_name":"Sustainable cities and communities","score":0.9333000183105469,"id":"https://metadata.un.org/sdg/11"}],"study_designs":[],"awards":[{"id":"https://openalex.org/G6351160237","display_name":null,"funder_award_id":"62271244","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/F4320321605","display_name":"Government of Jiangsu Province","ror":"https://ror.org/004svx814"}],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4402811334.pdf","grobid_xml":"https://content.openalex.org/works/W4402811334.grobid-xml"},"referenced_works_count":15,"referenced_works":["https://openalex.org/W1977153226","https://openalex.org/W1993593922","https://openalex.org/W2775717462","https://openalex.org/W2885195348","https://openalex.org/W2975262648","https://openalex.org/W3022070552","https://openalex.org/W3138340468","https://openalex.org/W3140854437","https://openalex.org/W4308709475","https://openalex.org/W4313009682","https://openalex.org/W4321064003","https://openalex.org/W4389326242","https://openalex.org/W4390534264","https://openalex.org/W4391097131","https://openalex.org/W4393027264"],"related_works":["https://openalex.org/W4416809774","https://openalex.org/W4400611327","https://openalex.org/W4416183603","https://openalex.org/W3022070552","https://openalex.org/W4407128689","https://openalex.org/W4313168581","https://openalex.org/W7165670268","https://openalex.org/W7160385229","https://openalex.org/W4408056753","https://openalex.org/W4409723509"],"abstract_inverted_index":{"Traffic":[0],"flow":[1],"estimation":[2],"(TFE)":[3],"is":[4,88],"crucial":[5],"for":[6,150],"urban":[7,140],"intelligent":[8],"traffic":[9,103],"systems.":[10],"While":[11],"traditional":[12],"on-road":[13],"detectors":[14],"are":[15],"hindered":[16],"by":[17,96],"limited":[18,54,144],"coverage":[19],"and":[20,25,36,42,60,94,135],"high":[21],"costs,":[22],"cloud":[23],"computing":[24],"data":[26,47,55,116],"mining":[27],"of":[28],"vehicular":[29],"network":[30,81],"data,":[31,145],"such":[32],"as":[33],"driving":[34],"speeds":[35],"GPS":[37],"coordinates,":[38],"present":[39],"a":[40,73,78,84,147],"promising":[41],"cost-effective":[43],"alternative.":[44],"Furthermore,":[45],"minimizing":[46],"collection":[48],"can":[49,56],"significantly":[50],"reduce":[51],"overhead.":[52],"However,":[53],"lead":[57],"to":[58,90,108,112,132],"inaccuracies":[59],"instability":[61],"in":[62],"TFE.":[63,151],"To":[64],"address":[65],"this,":[66],"we":[67],"introduce":[68],"the":[69,99],"spatial-temporal":[70,100],"Mamba":[71,85],"(ST-Mamba),":[72],"deep":[74],"learning":[75],"model":[76,106],"combining":[77],"convolutional":[79],"neural":[80],"(CNN)":[82],"with":[83],"framework.":[86],"ST-Mamba":[87],"designed":[89],"enhance":[91],"TFE":[92,137],"accuracy":[93],"stability":[95],"effectively":[97],"capturing":[98],"patterns":[101],"within":[102],"flow.":[104],"Our":[105],"aims":[107],"achieve":[109],"results":[110],"comparable":[111],"those":[113],"from":[114],"extensive":[115],"sets":[117],"while":[118],"only":[119],"utilizing":[120],"minimal":[121],"data.":[122],"Simulations":[123],"using":[124],"real-world":[125],"datasets":[126],"have":[127],"validated":[128],"our":[129],"model\u2019s":[130],"ability":[131],"deliver":[133],"precise":[134],"stable":[136],"across":[138],"an":[139],"landscape":[141],"based":[142],"on":[143],"establishing":[146],"cost-efficient":[148],"solution":[149]},"counts_by_year":[{"year":2026,"cited_by_count":10},{"year":2025,"cited_by_count":1}],"updated_date":"2026-11-13T13:42:25.865203","created_date":"2024-09-25T00:00:00"}
