{"id":"https://openalex.org/W4412128529","doi":"https://doi.org/10.1109/mdm65600.2025.00031","title":"Event-Coupled Network for Traffic Conversion Prediction in Weather Emergencies","display_name":"Event-Coupled Network for Traffic Conversion Prediction in Weather Emergencies","publication_year":2025,"publication_date":"2025-06-02","ids":{"openalex":"https://openalex.org/W4412128529","doi":"https://doi.org/10.1109/mdm65600.2025.00031"},"language":"en","primary_location":{"id":"doi:10.1109/mdm65600.2025.00031","is_oa":false,"landing_page_url":"https://doi.org/10.1109/mdm65600.2025.00031","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2025 26th IEEE International Conference on Mobile Data Management (MDM)","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/A5009028498","display_name":"Mengmeng Chang","orcid":"https://orcid.org/0000-0002-0800-9582"},"institutions":[{"id":"https://openalex.org/I75955062","display_name":"Henan Normal University","ror":"https://ror.org/00s13br28","country_code":"CN","type":"education","lineage":["https://openalex.org/I75955062"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Mengmeng Chang","raw_affiliation_strings":["College of Computer and Information Engineering, Henan Normal University,Xinxiang,China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"College of Computer and Information Engineering, Henan Normal University,Xinxiang,China","institution_ids":["https://openalex.org/I75955062"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5102297386","display_name":"Yafei Sun","orcid":null},"institutions":[{"id":"https://openalex.org/I75955062","display_name":"Henan Normal University","ror":"https://ror.org/00s13br28","country_code":"CN","type":"education","lineage":["https://openalex.org/I75955062"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yafei Sun","raw_affiliation_strings":["College of Computer and Information Engineering, Henan Normal University,Xinxiang,China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"College of Computer and Information Engineering, Henan Normal University,Xinxiang,China","institution_ids":["https://openalex.org/I75955062"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5003152021","display_name":"Yayan Lu","orcid":"https://orcid.org/0000-0003-2254-2890"},"institutions":[{"id":"https://openalex.org/I75955062","display_name":"Henan Normal University","ror":"https://ror.org/00s13br28","country_code":"CN","type":"education","lineage":["https://openalex.org/I75955062"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yayan Lu","raw_affiliation_strings":["School of Tourism, Henan Normal University,Xinxiang,China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Tourism, Henan Normal University,Xinxiang,China","institution_ids":["https://openalex.org/I75955062"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Dewen Zhang","orcid":"https://orcid.org/0009-0004-9515-6178"},"institutions":[{"id":"https://openalex.org/I75955062","display_name":"Henan Normal University","ror":"https://ror.org/00s13br28","country_code":"CN","type":"education","lineage":["https://openalex.org/I75955062"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Dewen Zhang","raw_affiliation_strings":["College of Computer and Information Engineering, Henan Normal University,Xinxiang,China"],"raw_orcid":"https://orcid.org/0009-0004-9515-6178","affiliations":[{"raw_affiliation_string":"College of Computer and Information Engineering, Henan Normal University,Xinxiang,China","institution_ids":["https://openalex.org/I75955062"]}]},{"author_position":"last","author":{"id":null,"display_name":"Xiang Li","orcid":"https://orcid.org/0009-0006-0358-7013"},"institutions":[{"id":"https://openalex.org/I75955062","display_name":"Henan Normal University","ror":"https://ror.org/00s13br28","country_code":"CN","type":"education","lineage":["https://openalex.org/I75955062"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xiang Li","raw_affiliation_strings":["College of Computer and Information Engineering, Henan Normal University,Xinxiang,China"],"raw_orcid":"https://orcid.org/0009-0006-0358-7013","affiliations":[{"raw_affiliation_string":"College of Computer and Information Engineering, Henan Normal University,Xinxiang,China","institution_ids":["https://openalex.org/I75955062"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I75955062"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.15226428,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"96","last_page":"104"},"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/T12205","display_name":"Time Series Analysis and Forecasting","score":0.9890000224113464,"subfield":{"id":"https://openalex.org/subfields/1711","display_name":"Signal Processing"},"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/T10698","display_name":"Transportation Planning and Optimization","score":0.9865999817848206,"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":0.5892444252967834},{"id":"https://openalex.org/keywords/event","display_name":"Event (particle physics)","score":0.5536051988601685},{"id":"https://openalex.org/keywords/meteorology","display_name":"Meteorology","score":0.33746853470802307},{"id":"https://openalex.org/keywords/real-time-computing","display_name":"Real-time computing","score":0.33045369386672974},{"id":"https://openalex.org/keywords/geography","display_name":"Geography","score":0.07443740963935852},{"id":"https://openalex.org/keywords/physics","display_name":"Physics","score":0.056553542613983154}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5892444252967834},{"id":"https://openalex.org/C2779662365","wikidata":"https://www.wikidata.org/wiki/Q5416694","display_name":"Event (particle physics)","level":2,"score":0.5536051988601685},{"id":"https://openalex.org/C153294291","wikidata":"https://www.wikidata.org/wiki/Q25261","display_name":"Meteorology","level":1,"score":0.33746853470802307},{"id":"https://openalex.org/C79403827","wikidata":"https://www.wikidata.org/wiki/Q3988","display_name":"Real-time computing","level":1,"score":0.33045369386672974},{"id":"https://openalex.org/C205649164","wikidata":"https://www.wikidata.org/wiki/Q1071","display_name":"Geography","level":0,"score":0.07443740963935852},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.056553542613983154},{"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/mdm65600.2025.00031","is_oa":false,"landing_page_url":"https://doi.org/10.1109/mdm65600.2025.00031","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2025 26th IEEE International Conference on Mobile Data Management (MDM)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Climate action","id":"https://metadata.un.org/sdg/13","score":0.6499999761581421}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":22,"referenced_works":["https://openalex.org/W2002834872","https://openalex.org/W2509235963","https://openalex.org/W2528639018","https://openalex.org/W2572939427","https://openalex.org/W2901504064","https://openalex.org/W2946160394","https://openalex.org/W2964182926","https://openalex.org/W2996847713","https://openalex.org/W3038981236","https://openalex.org/W3081397994","https://openalex.org/W3186458388","https://openalex.org/W3202884006","https://openalex.org/W4213090353","https://openalex.org/W4382240004","https://openalex.org/W4384518378","https://openalex.org/W4387682099","https://openalex.org/W4390610528","https://openalex.org/W4392693632","https://openalex.org/W4401684817","https://openalex.org/W4402139319","https://openalex.org/W6757242954","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":{"Capturing":[0],"traffic":[1,99,122,139],"conversion":[2,95,140],"between":[3],"multi-agent":[4],"travel":[5,19],"patterns":[6],"during":[7],"weather":[8,34,142],"emergencies":[9],"is":[10,89],"critical":[11],"for":[12,21],"improving":[13],"urban":[14],"transportation":[15],"services":[16],"and":[17,43,68,97,105,129],"enhancing":[18],"efficiency":[20],"citizens.":[22],"However,":[23],"existing":[24],"studies":[25],"have":[26],"not":[27],"fully":[28],"explored":[29],"the":[30,74,118,134],"peculiarities":[31],"of":[32,117,121],"severe":[33],"events,":[35],"such":[36],"as":[37],"their":[38],"rapid":[39],"onset,":[40],"temporal":[41],"inhomogeneity,":[42],"data":[44,75],"sparsity,":[45],"which":[46,80],"challenges":[47],"conventional":[48],"prediction":[49],"models.":[50],"In":[51],"this":[52],"paper,":[53],"we":[54,102],"introduce":[55],"an":[56],"Event-Coupled":[57],"Field-aware":[58],"Factorization":[59],"Network(EC-FFN)":[60],"that":[61],"characterizes":[62],"these":[63],"accompanying":[64],"events":[65],"through":[66],"triples":[67],"employs":[69],"continuous-valued":[70],"embeddings":[71],"to":[72,91],"address":[73],"inhomogeneity.":[76],"A":[77],"Conv-FFN":[78],"structure,":[79],"combines":[81],"sparse":[82],"feature":[83],"interactions":[84],"with":[85],"field-aware":[86],"factorization":[87],"mechanisms,":[88],"designed":[90],"capture":[92],"both":[93],"local":[94],"features":[96],"global":[98],"dependencies.":[100],"Additionally,":[101],"consider":[103],"semantics":[104],"hierarchical":[106],"associations":[107],"from":[108],"a":[109,114],"spatial":[110],"evolutionary":[111],"perspective,":[112],"enabling":[113],"combinatorial":[115],"analysis":[116],"endogenous":[119],"causes":[120],"conversion.":[123],"Experiments":[124],"on":[125],"New":[126],"York":[127],"taxi":[128],"bike-share":[130],"trip":[131],"datasets":[132],"demonstrate":[133],"model's":[135],"effectiveness":[136],"in":[137],"predicting":[138],"under":[141],"emergencies.":[143]},"counts_by_year":[],"updated_date":"2026-06-26T08:34:08.712188","created_date":"2025-10-10T00:00:00"}