{"id":"https://openalex.org/W4405927281","doi":"https://doi.org/10.1007/s00521-024-10939-z","title":"A novel approach to predict the traffic accident assistance based on deep learning","display_name":"A novel approach to predict the traffic accident assistance based on deep learning","publication_year":2024,"publication_date":"2024-12-31","ids":{"openalex":"https://openalex.org/W4405927281","doi":"https://doi.org/10.1007/s00521-024-10939-z"},"language":"en","primary_location":{"id":"doi:10.1007/s00521-024-10939-z","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s00521-024-10939-z","pdf_url":"https://link.springer.com/content/pdf/10.1007/s00521-024-10939-z.pdf","source":{"id":"https://openalex.org/S147897268","display_name":"Neural Computing and Applications","issn_l":"0941-0643","issn":["0941-0643","1433-3058"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Neural Computing and Applications","raw_type":"journal-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"hybrid","oa_url":"https://link.springer.com/content/pdf/10.1007/s00521-024-10939-z.pdf","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5011732149","display_name":"Jos\u00e9 F. Vicent","orcid":"https://orcid.org/0000-0002-2990-1879"},"institutions":[{"id":"https://openalex.org/I130194489","display_name":"University of Alicante","ror":"https://ror.org/05t8bcz72","country_code":"ES","type":"education","lineage":["https://openalex.org/I130194489"]}],"countries":["ES"],"is_corresponding":true,"raw_author_name":"Jos\u00e9 F. Vicent","raw_affiliation_strings":["Department of Computer Science and Artificial Intelligence, University of Alicante, Carretera de San Vicente del Raspeig s/n, 03690, San Vicente del Raspeig, Alicante, Spain"],"raw_orcid":"https://orcid.org/0000-0002-2990-1879","affiliations":[{"raw_affiliation_string":"Department of Computer Science and Artificial Intelligence, University of Alicante, Carretera de San Vicente del Raspeig s/n, 03690, San Vicente del Raspeig, Alicante, Spain","institution_ids":["https://openalex.org/I130194489"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5018766726","display_name":"Manuel Curado","orcid":"https://orcid.org/0000-0003-2307-1760"},"institutions":[{"id":"https://openalex.org/I130194489","display_name":"University of Alicante","ror":"https://ror.org/05t8bcz72","country_code":"ES","type":"education","lineage":["https://openalex.org/I130194489"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"Manuel Curado","raw_affiliation_strings":["Department of Computer Science and Artificial Intelligence, University of Alicante, Carretera de San Vicente del Raspeig s/n, 03690, San Vicente del Raspeig, Alicante, Spain"],"raw_orcid":"https://orcid.org/0000-0003-2307-1760","affiliations":[{"raw_affiliation_string":"Department of Computer Science and Artificial Intelligence, University of Alicante, Carretera de San Vicente del Raspeig s/n, 03690, San Vicente del Raspeig, Alicante, Spain","institution_ids":["https://openalex.org/I130194489"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5009966967","display_name":"Jos\u00e9 Luis Tejera Oliver","orcid":"https://orcid.org/0000-0003-0216-0393"},"institutions":[{"id":"https://openalex.org/I130194489","display_name":"University of Alicante","ror":"https://ror.org/05t8bcz72","country_code":"ES","type":"education","lineage":["https://openalex.org/I130194489"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"Jos\u00e9 L. Oliver","raw_affiliation_strings":["Department of Graphic Expression, Composition and Projects, University of Alicante, Alicante, Spain"],"raw_orcid":"https://orcid.org/0000-0003-0216-0393","affiliations":[{"raw_affiliation_string":"Department of Graphic Expression, Composition and Projects, University of Alicante, Alicante, Spain","institution_ids":["https://openalex.org/I130194489"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5066270682","display_name":"Luis P\u00e9rez-Sala","orcid":"https://orcid.org/0009-0004-1821-9286"},"institutions":[{"id":"https://openalex.org/I130194489","display_name":"University of Alicante","ror":"https://ror.org/05t8bcz72","country_code":"ES","type":"education","lineage":["https://openalex.org/I130194489"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"Luis P\u00e9rez-Sala","raw_affiliation_strings":["Department of Computer Science and Artificial Intelligence, University of Alicante, Carretera de San Vicente del Raspeig s/n, 03690, San Vicente del Raspeig, Alicante, Spain"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computer Science and Artificial Intelligence, University of Alicante, Carretera de San Vicente del Raspeig s/n, 03690, San Vicente del Raspeig, Alicante, Spain","institution_ids":["https://openalex.org/I130194489"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5011732149"],"corresponding_institution_ids":["https://openalex.org/I130194489"],"apc_list":{"value":2390,"currency":"EUR","value_usd":2990},"apc_paid":{"value":2390,"currency":"EUR","value_usd":2990},"fwci":0.6979,"has_fulltext":true,"cited_by_count":3,"citation_normalized_percentile":{"value":0.70798401,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":91,"max":99},"biblio":{"volume":"37","issue":"7","first_page":"5343","last_page":"5368"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11344","display_name":"Traffic Prediction and Management Techniques","score":0.9997000098228455,"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":0.9997000098228455,"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/T11512","display_name":"Anomaly Detection Techniques and Applications","score":0.9952999949455261,"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/T10370","display_name":"Traffic and Road Safety","score":0.995199978351593,"subfield":{"id":"https://openalex.org/subfields/2213","display_name":"Safety, Risk, Reliability and Quality"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/computational-science-and-engineering","display_name":"Computational Science and Engineering","score":0.8668408393859863},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6949536204338074},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5420838594436646},{"id":"https://openalex.org/keywords/deep-learning","display_name":"Deep learning","score":0.46123313903808594},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.4298565983772278}],"concepts":[{"id":"https://openalex.org/C68597687","wikidata":"https://www.wikidata.org/wiki/Q362601","display_name":"Computational Science and Engineering","level":2,"score":0.8668408393859863},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6949536204338074},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5420838594436646},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.46123313903808594},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.4298565983772278}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1007/s00521-024-10939-z","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s00521-024-10939-z","pdf_url":"https://link.springer.com/content/pdf/10.1007/s00521-024-10939-z.pdf","source":{"id":"https://openalex.org/S147897268","display_name":"Neural Computing and Applications","issn_l":"0941-0643","issn":["0941-0643","1433-3058"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Neural Computing and Applications","raw_type":"journal-article"}],"best_oa_location":{"id":"doi:10.1007/s00521-024-10939-z","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s00521-024-10939-z","pdf_url":"https://link.springer.com/content/pdf/10.1007/s00521-024-10939-z.pdf","source":{"id":"https://openalex.org/S147897268","display_name":"Neural Computing and Applications","issn_l":"0941-0643","issn":["0941-0643","1433-3058"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Neural Computing and Applications","raw_type":"journal-article"},"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/3","score":0.699999988079071,"display_name":"Good health and well-being"}],"awards":[{"id":"https://openalex.org/G3769150304","display_name":null,"funder_award_id":"CIGE/2023/52","funder_id":"https://openalex.org/F4320336489","funder_display_name":"Conselleria de Innovaci\u00f3n, Universidades, Ciencia y Sociedad Digital, Generalitat Valenciana"}],"funders":[{"id":"https://openalex.org/F4320311011","display_name":"Universidad de Alicante","ror":"https://ror.org/05t8bcz72"},{"id":"https://openalex.org/F4320321864","display_name":"Generalitat Valenciana","ror":"https://ror.org/0097mvx21"},{"id":"https://openalex.org/F4320336489","display_name":"Conselleria de Innovaci\u00f3n, Universidades, Ciencia y Sociedad Digital, Generalitat Valenciana","ror":null},{"id":"https://openalex.org/F4320338357","display_name":"FP7 Science in Society","ror":null}],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4405927281.pdf","grobid_xml":"https://content.openalex.org/works/W4405927281.grobid-xml"},"referenced_works_count":45,"referenced_works":["https://openalex.org/W1975836306","https://openalex.org/W1995562189","https://openalex.org/W2007019606","https://openalex.org/W2016927407","https://openalex.org/W2103088716","https://openalex.org/W2132791018","https://openalex.org/W2144354855","https://openalex.org/W2164594255","https://openalex.org/W2483031229","https://openalex.org/W2563798118","https://openalex.org/W2621677625","https://openalex.org/W2622826443","https://openalex.org/W2754094336","https://openalex.org/W2764090692","https://openalex.org/W2905157120","https://openalex.org/W2910708648","https://openalex.org/W2913894912","https://openalex.org/W2939880928","https://openalex.org/W2964036463","https://openalex.org/W2989220192","https://openalex.org/W2996283780","https://openalex.org/W3006171834","https://openalex.org/W3008879069","https://openalex.org/W3010795489","https://openalex.org/W3042932150","https://openalex.org/W3084798277","https://openalex.org/W3102927640","https://openalex.org/W3108010663","https://openalex.org/W3119033167","https://openalex.org/W3138006982","https://openalex.org/W3161479876","https://openalex.org/W3206704750","https://openalex.org/W3213551175","https://openalex.org/W4200199343","https://openalex.org/W4211088540","https://openalex.org/W4220830889","https://openalex.org/W4252544211","https://openalex.org/W4281566989","https://openalex.org/W4297989938","https://openalex.org/W4317793569","https://openalex.org/W4320879309","https://openalex.org/W4381167661","https://openalex.org/W4382404255","https://openalex.org/W4402715861","https://openalex.org/W6600424091"],"related_works":["https://openalex.org/W2731899572","https://openalex.org/W2961085424","https://openalex.org/W3215138031","https://openalex.org/W4306674287","https://openalex.org/W3009238340","https://openalex.org/W4360585206","https://openalex.org/W4321369474","https://openalex.org/W4285208911","https://openalex.org/W4387369504","https://openalex.org/W3046775127"],"abstract_inverted_index":{"Abstract":[0],"According":[1],"to":[2,42,95,106,137,164,187],"the":[3,21,57,80,98,108,112,118,121,142,153,158],"World":[4],"Health":[5],"Organization,":[6],"thousands":[7],"of":[8,23,110,141,157],"people":[9],"die":[10],"every":[11],"year":[12],"in":[13,26,117,147,168,183,197],"road":[14],"traffic":[15,46,148,165],"accidents.":[16,28,149],"A":[17],"crucial":[18],"problem":[19],"is":[20,41,54,59,88,135],"prediction":[22,140],"medical":[24,49,145],"assistance":[25,146],"these":[27],"For":[29,67],"this":[30,68],"purpose,":[31,69],"we":[32,70,151],"propose":[33],"a":[34,45,72,84,126,139],"new":[35,127],"deep":[36],"learning":[37],"model":[38,58,73,128,160],"whose":[39],"goal":[40],"distinguish":[43],"whether":[44],"accident":[47,166],"requires":[48],"assistance.":[50],"The":[51,172],"proposed":[52,159],"perspective":[53],"general,":[55],"so":[56],"valid":[60],"for":[61,144],"any":[62,65],"dataset":[63],"from":[64,90],"city.":[66],"present":[71],"divided":[74],"into":[75],"three":[76],"differentiated":[77],"stages.":[78],"In":[79,120],"first":[81],"pre-processing":[82],"stage,":[83,123],"general":[85],"data":[86,91,113],"treatment":[87],"performed,":[89],"collection":[92],"and":[93,103,155,194],"cleaning":[94],"balancing.":[96],"Secondly,":[97],"post-processing":[99],"stage":[100],"employs":[101],"genetic":[102],"boosting":[104],"algorithms":[105],"obtain":[107,138],"importance":[109],"all":[111,184],"set":[114],"variables":[115],"used":[116],"prediction.":[119],"last":[122],"Model":[124],"Training,":[125],"based":[129],"on":[130],"two-dimensional":[131],"convolutional":[132],"neural":[133],"networks":[134],"applied":[136],"need":[143],"Finally,":[150],"test":[152],"effectiveness":[154],"accuracy":[156,182],"by":[161],"applying":[162],"it":[163],"datasets":[167],"six":[169,188],"different":[170],"cities.":[171],"obtained":[173],"experimental":[174],"results":[175],"show":[176],"that":[177],"our":[178],"framework":[179],"achieves":[180],"higher":[181],"cities":[185],"compared":[186],"state-of-the-art":[189],"models,":[190],"confirming":[191],"its":[192],"suitability":[193],"applicability,":[195],"even":[196],"real":[198],"time.":[199]},"counts_by_year":[{"year":2026,"cited_by_count":2},{"year":2025,"cited_by_count":1}],"updated_date":"2026-06-13T06:13:01.061226","created_date":"2025-10-10T00:00:00"}
