{"id":"https://openalex.org/W4377104278","doi":"https://doi.org/10.3390/a16050257","title":"Predicting Road Traffic Accidents\u2014Artificial Neural Network Approach","display_name":"Predicting Road Traffic Accidents\u2014Artificial Neural Network Approach","publication_year":2023,"publication_date":"2023-05-17","ids":{"openalex":"https://openalex.org/W4377104278","doi":"https://doi.org/10.3390/a16050257"},"language":"en","primary_location":{"id":"doi:10.3390/a16050257","is_oa":true,"landing_page_url":"https://doi.org/10.3390/a16050257","pdf_url":"https://www.mdpi.com/1999-4893/16/5/257/pdf?version=1684316719","source":{"id":"https://openalex.org/S190629608","display_name":"Algorithms","issn_l":"1999-4893","issn":["1999-4893"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Algorithms","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://www.mdpi.com/1999-4893/16/5/257/pdf?version=1684316719","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5034227239","display_name":"Dragan Gatari\u0107","orcid":null},"institutions":[{"id":"https://openalex.org/I194184283","display_name":"University of East Sarajevo","ror":"https://ror.org/022mv6k27","country_code":"BA","type":"education","lineage":["https://openalex.org/I194184283"]}],"countries":["BA"],"is_corresponding":false,"raw_author_name":"Dragan Gatari\u0107","raw_affiliation_strings":["Faculty of Transport and Traffic Engineering, University of East Sarajevo, 71123 Doboj, Bosnia and Herzegovina"],"affiliations":[{"raw_affiliation_string":"Faculty of Transport and Traffic Engineering, University of East Sarajevo, 71123 Doboj, Bosnia and Herzegovina","institution_ids":["https://openalex.org/I194184283"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5078199705","display_name":"Nenad Ru\u0161ki\u0107","orcid":"https://orcid.org/0000-0002-9001-0290"},"institutions":[{"id":"https://openalex.org/I170726198","display_name":"University of Novi Sad","ror":"https://ror.org/00xa57a59","country_code":"RS","type":"education","lineage":["https://openalex.org/I170726198"]}],"countries":["RS"],"is_corresponding":false,"raw_author_name":"Nenad Ru\u0161ki\u0107","raw_affiliation_strings":["Department of Traffic Engineering, Faculty of Technical Sciences, University of Novi Sad, 21000 Novi Sad, Serbia"],"affiliations":[{"raw_affiliation_string":"Department of Traffic Engineering, Faculty of Technical Sciences, University of Novi Sad, 21000 Novi Sad, Serbia","institution_ids":["https://openalex.org/I170726198"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5074008074","display_name":"Branko Aleksi\u0107","orcid":"https://orcid.org/0000-0001-8982-4580"},"institutions":[{"id":"https://openalex.org/I194184283","display_name":"University of East Sarajevo","ror":"https://ror.org/022mv6k27","country_code":"BA","type":"education","lineage":["https://openalex.org/I194184283"]}],"countries":["BA"],"is_corresponding":false,"raw_author_name":"Branko Aleksi\u0107","raw_affiliation_strings":["Faculty of Transport and Traffic Engineering, University of East Sarajevo, 71123 Doboj, Bosnia and Herzegovina"],"affiliations":[{"raw_affiliation_string":"Faculty of Transport and Traffic Engineering, University of East Sarajevo, 71123 Doboj, Bosnia and Herzegovina","institution_ids":["https://openalex.org/I194184283"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5004712559","display_name":"Tihomir \u0110uri\u0107","orcid":null},"institutions":[{"id":"https://openalex.org/I194184283","display_name":"University of East Sarajevo","ror":"https://ror.org/022mv6k27","country_code":"BA","type":"education","lineage":["https://openalex.org/I194184283"]}],"countries":["BA"],"is_corresponding":false,"raw_author_name":"Tihomir \u0110uri\u0107","raw_affiliation_strings":["Faculty of Transport and Traffic Engineering, University of East Sarajevo, 71123 Doboj, Bosnia and Herzegovina"],"affiliations":[{"raw_affiliation_string":"Faculty of Transport and Traffic Engineering, University of East Sarajevo, 71123 Doboj, Bosnia and Herzegovina","institution_ids":["https://openalex.org/I194184283"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5089900778","display_name":"Lato Pezo","orcid":"https://orcid.org/0000-0002-0704-3084"},"institutions":[{"id":"https://openalex.org/I4068193","display_name":"University of Belgrade","ror":"https://ror.org/02qsmb048","country_code":"RS","type":"education","lineage":["https://openalex.org/I4068193"]},{"id":"https://openalex.org/I4210140980","display_name":"Institute of General and Physical Chemistry","ror":"https://ror.org/04akw0j64","country_code":"RS","type":"facility","lineage":["https://openalex.org/I4210140980"]}],"countries":["RS"],"is_corresponding":false,"raw_author_name":"Lato Pezo","raw_affiliation_strings":["Institute of General and Physical Chemistry, University of Belgrade, Studentski Trg 12-16, 11000 Belgrade, Serbia"],"affiliations":[{"raw_affiliation_string":"Institute of General and Physical Chemistry, University of Belgrade, Studentski Trg 12-16, 11000 Belgrade, Serbia","institution_ids":["https://openalex.org/I4210140980","https://openalex.org/I4068193"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5074742580","display_name":"Biljana Lon\u010dar","orcid":"https://orcid.org/0000-0003-2994-6871"},"institutions":[{"id":"https://openalex.org/I170726198","display_name":"University of Novi Sad","ror":"https://ror.org/00xa57a59","country_code":"RS","type":"education","lineage":["https://openalex.org/I170726198"]}],"countries":["RS"],"is_corresponding":true,"raw_author_name":"Biljana Lon\u010dar","raw_affiliation_strings":["Faculty of Technology Novi Sad, University of Novi Sad, Bulevar Cara Lazara 1, 21000 Novi Sad, Serbia"],"affiliations":[{"raw_affiliation_string":"Faculty of Technology Novi Sad, University of Novi Sad, Bulevar Cara Lazara 1, 21000 Novi Sad, Serbia","institution_ids":["https://openalex.org/I170726198"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5072360863","display_name":"Milada Pezo","orcid":"https://orcid.org/0000-0003-3285-0520"},"institutions":[{"id":"https://openalex.org/I4068193","display_name":"University of Belgrade","ror":"https://ror.org/02qsmb048","country_code":"RS","type":"education","lineage":["https://openalex.org/I4068193"]}],"countries":["RS"],"is_corresponding":false,"raw_author_name":"Milada Pezo","raw_affiliation_strings":["Department of Thermal Engineering and Energy, \u201cVIN\u010cA\u201d Institute of Nuclear Sciences, National Institute of the Republic of Serbia, University of Belgrade, Mike Petrovi\u0107a Alasa 12-14, 11351 Belgrade, Serbia"],"affiliations":[{"raw_affiliation_string":"Department of Thermal Engineering and Energy, \u201cVIN\u010cA\u201d Institute of Nuclear Sciences, National Institute of the Republic of Serbia, University of Belgrade, Mike Petrovi\u0107a Alasa 12-14, 11351 Belgrade, Serbia","institution_ids":["https://openalex.org/I4068193"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":7,"corresponding_author_ids":["https://openalex.org/A5074742580"],"corresponding_institution_ids":["https://openalex.org/I170726198"],"apc_list":{"value":1400,"currency":"CHF","value_usd":1515},"apc_paid":{"value":1400,"currency":"CHF","value_usd":1515},"fwci":3.2153,"has_fulltext":true,"cited_by_count":21,"citation_normalized_percentile":{"value":0.9132418,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":96,"max":99},"biblio":{"volume":"16","issue":"5","first_page":"257","last_page":"257"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11344","display_name":"Traffic Prediction and Management Techniques","score":0.9958000183105469,"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":0.9958000183105469,"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/T10370","display_name":"Traffic and Road Safety","score":0.9954000115394592,"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"}},{"id":"https://openalex.org/T11606","display_name":"Infrastructure Maintenance and Monitoring","score":0.9562000036239624,"subfield":{"id":"https://openalex.org/subfields/2205","display_name":"Civil and Structural Engineering"},"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/artificial-neural-network","display_name":"Artificial neural network","score":0.6749706864356995},{"id":"https://openalex.org/keywords/speed-limit","display_name":"Speed limit","score":0.6404682993888855},{"id":"https://openalex.org/keywords/transport-engineering","display_name":"Transport engineering","score":0.6055002212524414},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5249383449554443},{"id":"https://openalex.org/keywords/predictive-modelling","display_name":"Predictive modelling","score":0.5011739730834961},{"id":"https://openalex.org/keywords/road-traffic","display_name":"Road traffic","score":0.43747588992118835},{"id":"https://openalex.org/keywords/traffic-volume","display_name":"Traffic volume","score":0.42108309268951416},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.2479328215122223},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.23876717686653137},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.21770566701889038}],"concepts":[{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.6749706864356995},{"id":"https://openalex.org/C2780210587","wikidata":"https://www.wikidata.org/wiki/Q1077350","display_name":"Speed limit","level":2,"score":0.6404682993888855},{"id":"https://openalex.org/C22212356","wikidata":"https://www.wikidata.org/wiki/Q775325","display_name":"Transport engineering","level":1,"score":0.6055002212524414},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5249383449554443},{"id":"https://openalex.org/C45804977","wikidata":"https://www.wikidata.org/wiki/Q7239673","display_name":"Predictive modelling","level":2,"score":0.5011739730834961},{"id":"https://openalex.org/C2985695025","wikidata":"https://www.wikidata.org/wiki/Q4323994","display_name":"Road traffic","level":2,"score":0.43747588992118835},{"id":"https://openalex.org/C168443057","wikidata":"https://www.wikidata.org/wiki/Q7001223","display_name":"Traffic volume","level":2,"score":0.42108309268951416},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.2479328215122223},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.23876717686653137},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.21770566701889038}],"mesh":[],"locations_count":4,"locations":[{"id":"doi:10.3390/a16050257","is_oa":true,"landing_page_url":"https://doi.org/10.3390/a16050257","pdf_url":"https://www.mdpi.com/1999-4893/16/5/257/pdf?version=1684316719","source":{"id":"https://openalex.org/S190629608","display_name":"Algorithms","issn_l":"1999-4893","issn":["1999-4893"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Algorithms","raw_type":"journal-article"},{"id":"pmh:oai:vinar.vin.bg.ac.rs:123456789/11078","is_oa":true,"landing_page_url":"https://vinar.vin.bg.ac.rs/handle/123456789/11078","pdf_url":"http://vinar.vin.bg.ac.rs/bitstream/id/29710/algorithms-16-00257.pdf","source":{"id":"https://openalex.org/S4306402108","display_name":"VinaR (Institute of Nuclear Sciences \"Vin\u010da\")","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I4210101313","host_organization_name":"University Hospital Center Dr Dragi\u0161a Mi\u0161ovi\u0107","host_organization_lineage":["https://openalex.org/I4210101313"],"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":"Algorithms","raw_type":"publishedVersion"},{"id":"pmh:oai:doaj.org/article:f68f05b2a3a64ae6aeffb45bfde19a09","is_oa":true,"landing_page_url":"https://doaj.org/article/f68f05b2a3a64ae6aeffb45bfde19a09","pdf_url":null,"source":{"id":"https://openalex.org/S112646816","display_name":"SHILAP Revista de lepidopterolog\u00eda","issn_l":"0300-5267","issn":["0300-5267","2340-4078"],"is_oa":true,"is_in_doaj":true,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Algorithms, Vol 16, Iss 5, p 257 (2023)","raw_type":"article"},{"id":"pmh:oai:mdpi.com:/1999-4893/16/5/257/","is_oa":true,"landing_page_url":"https://dx.doi.org/10.3390/a16050257","pdf_url":null,"source":{"id":"https://openalex.org/S4306400947","display_name":"MDPI (MDPI AG)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I4210097602","host_organization_name":"Multidisciplinary Digital Publishing Institute (Switzerland)","host_organization_lineage":["https://openalex.org/I4210097602"],"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":"Algorithms; Volume 16; Issue 5; Pages: 257","raw_type":"Text"}],"best_oa_location":{"id":"doi:10.3390/a16050257","is_oa":true,"landing_page_url":"https://doi.org/10.3390/a16050257","pdf_url":"https://www.mdpi.com/1999-4893/16/5/257/pdf?version=1684316719","source":{"id":"https://openalex.org/S190629608","display_name":"Algorithms","issn_l":"1999-4893","issn":["1999-4893"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Algorithms","raw_type":"journal-article"},"sustainable_development_goals":[{"display_name":"Good health and well-being","id":"https://metadata.un.org/sdg/3","score":0.6800000071525574}],"awards":[],"funders":[],"has_content":{"pdf":true,"grobid_xml":false},"content_urls":{"pdf":"https://content.openalex.org/works/W4377104278.pdf"},"referenced_works_count":56,"referenced_works":["https://openalex.org/W108911424","https://openalex.org/W746020214","https://openalex.org/W1966265721","https://openalex.org/W2002787905","https://openalex.org/W2019064688","https://openalex.org/W2044657894","https://openalex.org/W2051073197","https://openalex.org/W2053409354","https://openalex.org/W2073057438","https://openalex.org/W2079720599","https://openalex.org/W2087828133","https://openalex.org/W2089308512","https://openalex.org/W2111759790","https://openalex.org/W2122362215","https://openalex.org/W2139442691","https://openalex.org/W2183942244","https://openalex.org/W2234902528","https://openalex.org/W2336384609","https://openalex.org/W2509505523","https://openalex.org/W2792158407","https://openalex.org/W2921467240","https://openalex.org/W2944911407","https://openalex.org/W2954429703","https://openalex.org/W2981163238","https://openalex.org/W2995326773","https://openalex.org/W2999349943","https://openalex.org/W3007980143","https://openalex.org/W3009823791","https://openalex.org/W3016726239","https://openalex.org/W3032225597","https://openalex.org/W3037491584","https://openalex.org/W3120780657","https://openalex.org/W3165319944","https://openalex.org/W3203053623","https://openalex.org/W3206525052","https://openalex.org/W3215493153","https://openalex.org/W4200123598","https://openalex.org/W4206216512","https://openalex.org/W4210437189","https://openalex.org/W4213115640","https://openalex.org/W4220752134","https://openalex.org/W4224990231","https://openalex.org/W4280559665","https://openalex.org/W4281566989","https://openalex.org/W4283258523","https://openalex.org/W4285325838","https://openalex.org/W4286559416","https://openalex.org/W4290720785","https://openalex.org/W4292316550","https://openalex.org/W4298146245","https://openalex.org/W4307705533","https://openalex.org/W4307850750","https://openalex.org/W4312123902","https://openalex.org/W4312224339","https://openalex.org/W4319599417","https://openalex.org/W6620020137"],"related_works":["https://openalex.org/W2012131233","https://openalex.org/W1535422121","https://openalex.org/W623642499","https://openalex.org/W2130753724","https://openalex.org/W2377430935","https://openalex.org/W2055973554","https://openalex.org/W1547774771","https://openalex.org/W783383701","https://openalex.org/W2795983190","https://openalex.org/W4362684180"],"abstract_inverted_index":{"Road":[0],"traffic":[1,35,59,73,109,120,221],"accidents":[2,60,74,222],"are":[3],"a":[4],"significant":[5],"public":[6],"health":[7],"issue,":[8],"accounting":[9],"for":[10,146,171,188],"almost":[11],"1.3":[12],"million":[13],"deaths":[14],"worldwide":[15],"annually,":[16],"with":[17],"millions":[18],"more":[19],"experiencing":[20],"non-fatal":[21],"injuries.":[22],"A":[23],"variety":[24],"of":[25,34,81,86,119,127,169,209,217],"subjective":[26],"and":[27,42,83,89,111,133,151,175,180,182,185,191,205,223],"objective":[28,92],"factors":[29,93,198],"contribute":[30],"to":[31,40,71,155],"the":[32,79,84,117,125,147,158,163,195,207,215],"occurrence":[33],"accidents,":[36,121],"making":[37],"it":[38],"difficult":[39],"predict":[41,72,116,157],"prevent":[43],"them":[44],"on":[45,75,162],"new":[46],"road":[47,101,105,203],"sections.":[48],"Artificial":[49],"neural":[50,139],"networks":[51],"(ANN)":[52],"have":[53],"demonstrated":[54],"their":[55,128],"effectiveness":[56],"in":[57,78,201,219,226],"predicting":[58,220],"using":[61,91],"limited":[62],"data":[63,149],"sets.":[64],"This":[65],"study":[66],"presents":[67],"two":[68],"ANN":[69,218],"models":[70,115,141,173],"common":[76],"roads":[77],"Republic":[80,85],"Serbia":[82],"Srpska":[87],"(Bosnia":[88],"Herzegovina)":[90],"that":[94],"can":[95,199],"be":[96,153],"easily":[97],"determined,":[98],"such":[99],"as":[100,122,124],"length,":[102],"terrain":[103],"type,":[104],"width,":[106],"average":[107],"daily":[108],"volume,":[110],"speed":[112],"limit.":[113],"The":[114,136,166],"number":[118,208],"well":[123],"severity":[126],"consequences,":[129],"including":[130],"fatalities,":[131],"injuries":[132],"property":[134],"damage.":[135],"developed":[137,172],"optimal":[138],"network":[140],"showed":[142],"good":[143],"generalization":[144],"capabilities":[145],"collected":[148],"foresee,":[150],"could":[152],"used":[154],"accurately":[156],"observed":[159],"outputs,":[160],"based":[161],"input":[164],"parameters.":[165],"highest":[167],"values":[168],"r2":[170],"ANN1":[174],"ANN2":[176],"were":[177],"0.986,":[178],"0.988,":[179],"0.977,":[181],"0.990,":[183,186],"0.969,":[184],"accordingly,":[187],"training,":[189],"testing":[190],"validation":[192],"cycles.":[193],"Identifying":[194],"most":[196],"influential":[197],"assist":[200],"improving":[202],"safety":[204],"reducing":[206],"accidents.":[210],"Overall,":[211],"this":[212],"research":[213],"highlights":[214],"potential":[216],"supporting":[224],"decision-making":[225],"transportation":[227],"planning.":[228]},"counts_by_year":[{"year":2026,"cited_by_count":2},{"year":2025,"cited_by_count":9},{"year":2024,"cited_by_count":7},{"year":2023,"cited_by_count":3}],"updated_date":"2026-04-09T08:11:56.329763","created_date":"2023-05-20T00:00:00"}
