{"id":"https://openalex.org/W1973148682","doi":"https://doi.org/10.3141/2237-12","title":"Data-Mining Techniques for Exploratory Analysis of Pedestrian Crashes","display_name":"Data-Mining Techniques for Exploratory Analysis of Pedestrian Crashes","publication_year":2011,"publication_date":"2011-01-01","ids":{"openalex":"https://openalex.org/W1973148682","doi":"https://doi.org/10.3141/2237-12","mag":"1973148682"},"language":"en","primary_location":{"id":"doi:10.3141/2237-12","doi":"https://doi.org/10.3141/2237-12","is_oa":false,"landing_page_url":"https://doi.org/10.3141/2237-12","pdf_url":null,"source":{"id":"https://openalex.org/S145575934","display_name":"Transportation Research Record Journal of the Transportation Research Board","issn_l":"0361-1981","issn":["0361-1981","2169-4052"],"is_oa":false,"is_in_doaj":false,"is_core":true,"listed_in":["abdc-b","anvur-scientific","cwts-core","dongbi-b","jufo-1","norway-1","poland-40","russia-white-list-2","vabb-shw"],"host_organization":"https://openalex.org/P4310320017","host_organization_name":"SAGE Publishing","host_organization_lineage":["https://openalex.org/P4310320017"],"host_organization_lineage_names":["SAGE Publishing"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Transportation Research Record: Journal of the Transportation Research Board","raw_type":"journal-article"},"volume":null,"type":"article","is_traditional":true,"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/A5078301668","display_name":"Alfonso Montella","orcid":"https://orcid.org/0000-0001-9472-7056","observed_orcids":["https://orcid.org/0000-0001-9472-7056"]},"institutions":[{"id":"https://openalex.org/I71267560","display_name":"University of Naples Federico II","ror":"https://ror.org/05290cv24","country_code":"IT","type":"education","lineage":["https://openalex.org/I71267560"]}],"countries":["IT"],"is_corresponding":true,"raw_author_name":"Alfonso Montella","raw_affiliation_strings":["Department of Transportation Engineering, University of Naples Federico II, Via Claudio 21, 80125 Naples, Italy"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Transportation Engineering, University of Naples Federico II, Via Claudio 21, 80125 Naples, Italy","institution_ids":["https://openalex.org/I71267560"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5069892096","display_name":"Massimo Aria","orcid":"https://orcid.org/0000-0002-8517-9411","observed_orcids":["https://orcid.org/0000-0002-8517-9411"]},"institutions":[{"id":"https://openalex.org/I71267560","display_name":"University of Naples Federico II","ror":"https://ror.org/05290cv24","country_code":"IT","type":"education","lineage":["https://openalex.org/I71267560"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Massimo Aria","raw_affiliation_strings":["Department of Mathematics and Statistics, University of Naples Federico II, Via Claudio 21, 80125 Naples, Italy"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Mathematics and Statistics, University of Naples Federico II, Via Claudio 21, 80125 Naples, Italy","institution_ids":["https://openalex.org/I71267560"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5066042653","display_name":"Antonio D\u2019Ambrosio","orcid":"https://orcid.org/0000-0002-1905-037X","observed_orcids":["https://orcid.org/0000-0002-1905-037X"]},"institutions":[{"id":"https://openalex.org/I71267560","display_name":"University of Naples Federico II","ror":"https://ror.org/05290cv24","country_code":"IT","type":"education","lineage":["https://openalex.org/I71267560"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Antonio D'Ambrosio","raw_affiliation_strings":["Department of Mathematics and Statistics, University of Naples Federico II, Via Claudio 21, 80125 Naples, Italy"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Mathematics and Statistics, University of Naples Federico II, Via Claudio 21, 80125 Naples, Italy","institution_ids":["https://openalex.org/I71267560"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5032980799","display_name":"Filomena Mauriello","orcid":"https://orcid.org/0000-0001-5682-471X","observed_orcids":["https://orcid.org/0000-0001-5682-471X"]},"institutions":[{"id":"https://openalex.org/I71267560","display_name":"University of Naples Federico II","ror":"https://ror.org/05290cv24","country_code":"IT","type":"education","lineage":["https://openalex.org/I71267560"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Filomena Mauriello","raw_affiliation_strings":["Department of Transportation Engineering, University of Naples Federico II, Via Claudio 21, 80125 Naples, Italy"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Transportation Engineering, University of Naples Federico II, Via Claudio 21, 80125 Naples, Italy","institution_ids":["https://openalex.org/I71267560"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":["https://openalex.org/A5078301668"],"corresponding_institution_ids":["https://openalex.org/I71267560"],"apc_list":{"value":3650,"currency":"USD","value_usd":3650},"apc_paid":null,"fwci":16.3265,"has_fulltext":false,"cited_by_count":102,"citation_normalized_percentile":{"value":0.98897737,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":93,"max":99},"biblio":{"volume":"2237","issue":"1","first_page":"107","last_page":"116"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10370","display_name":"Traffic and Road Safety","score":0.9990000128746033,"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"}},"topics":[{"id":"https://openalex.org/T10370","display_name":"Traffic and Road Safety","score":0.9990000128746033,"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/T13527","display_name":"Road Transport and Highway Systems","score":0.0,"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"}},{"id":"https://openalex.org/T10298","display_name":"Urban Transport and Accessibility","score":0.0,"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/pedestrian-accidents","display_name":"pedestrian accidents","score":0.9990000128746033},{"id":"https://openalex.org/keywords/pedestrian-safety","display_name":"pedestrian safety","score":0.7929999828338623},{"id":"https://openalex.org/keywords/crash-severity","display_name":"accident severity","score":0.8029999732971191},{"id":"https://openalex.org/keywords/fatal-crashes","display_name":"fatal crashes","score":0.7940000295639038},{"id":"https://openalex.org/keywords/classification-trees","display_name":"classification trees","score":0.8600000143051147},{"id":"https://openalex.org/keywords/association-rule-mining","display_name":"association rule mining","score":0.9959999918937683},{"id":"https://openalex.org/keywords/road-type","display_name":"road type","score":0.7490000128746033},{"id":"https://openalex.org/keywords/nighttime-crashes","display_name":"nighttime crashes","score":0.6240000128746033},{"id":"https://openalex.org/keywords/lighting-conditions","display_name":"lighting conditions","score":0.7400000095367432},{"id":"https://openalex.org/keywords/older-pedestrians","display_name":"elderly pedestrians","score":0.7289999723434448},{"id":"https://openalex.org/keywords/rural-roads","display_name":"rural roads","score":0.5849999785423279},{"id":"https://openalex.org/keywords/safety-improvement-strategies","display_name":"safety improvement strategies","score":0.6100000143051147},{"id":"https://openalex.org/keywords/italy","display_name":"Italy","score":0.3619999885559082}],"concepts":[{"id":"https://openalex.org/C183469790","wikidata":"https://www.wikidata.org/wiki/Q333501","display_name":"Crash","level":2,"score":0.8414098620414734},{"id":"https://openalex.org/C2777113093","wikidata":"https://www.wikidata.org/wiki/Q221488","display_name":"Pedestrian","level":2,"score":0.785851240158081},{"id":"https://openalex.org/C185874996","wikidata":"https://www.wikidata.org/wiki/Q269699","display_name":"Interdependence","level":2,"score":0.5269513726234436},{"id":"https://openalex.org/C3017944768","wikidata":"https://www.wikidata.org/wiki/Q1450463","display_name":"Poison control","level":2,"score":0.5186145305633545},{"id":"https://openalex.org/C22212356","wikidata":"https://www.wikidata.org/wiki/Q775325","display_name":"Transport engineering","level":1,"score":0.5177842378616333},{"id":"https://openalex.org/C49937458","wikidata":"https://www.wikidata.org/wiki/Q2599292","display_name":"Probabilistic logic","level":2,"score":0.4808431565761566},{"id":"https://openalex.org/C52121051","wikidata":"https://www.wikidata.org/wiki/Q43193","display_name":"Truck","level":2,"score":0.44684261083602905},{"id":"https://openalex.org/C3018260909","wikidata":"https://www.wikidata.org/wiki/Q1322871","display_name":"Exploratory analysis","level":2,"score":0.44478094577789307},{"id":"https://openalex.org/C190385971","wikidata":"https://www.wikidata.org/wiki/Q373494","display_name":"Injury prevention","level":3,"score":0.4379596710205078},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.42770296335220337},{"id":"https://openalex.org/C166735990","wikidata":"https://www.wikidata.org/wiki/Q1750812","display_name":"Human factors and ergonomics","level":3,"score":0.4267386794090271},{"id":"https://openalex.org/C187155963","wikidata":"https://www.wikidata.org/wiki/Q629029","display_name":"Occupational safety and health","level":2,"score":0.4173874258995056},{"id":"https://openalex.org/C205649164","wikidata":"https://www.wikidata.org/wiki/Q1071","display_name":"Geography","level":0,"score":0.36784425377845764},{"id":"https://openalex.org/C77595967","wikidata":"https://www.wikidata.org/wiki/Q3151013","display_name":"Forensic engineering","level":1,"score":0.3231998682022095},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.28747785091400146},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.2405884563922882},{"id":"https://openalex.org/C99454951","wikidata":"https://www.wikidata.org/wiki/Q932068","display_name":"Environmental health","level":1,"score":0.20768463611602783},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.1498122215270996},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.14188656210899353},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.0},{"id":"https://openalex.org/C142724271","wikidata":"https://www.wikidata.org/wiki/Q7208","display_name":"Pathology","level":1,"score":0.0},{"id":"https://openalex.org/C146978453","wikidata":"https://www.wikidata.org/wiki/Q3798668","display_name":"Aerospace engineering","level":1,"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/C199539241","wikidata":"https://www.wikidata.org/wiki/Q7748","display_name":"Law","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.3141/2237-12","doi":"https://doi.org/10.3141/2237-12","is_oa":false,"landing_page_url":"https://doi.org/10.3141/2237-12","pdf_url":null,"source":{"id":"https://openalex.org/S145575934","display_name":"Transportation Research Record Journal of the Transportation Research Board","issn_l":"0361-1981","issn":["0361-1981","2169-4052"],"is_oa":false,"is_in_doaj":false,"is_core":true,"listed_in":["abdc-b","anvur-scientific","cwts-core","dongbi-b","jufo-1","norway-1","poland-40","russia-white-list-2","vabb-shw"],"host_organization":"https://openalex.org/P4310320017","host_organization_name":"SAGE Publishing","host_organization_lineage":["https://openalex.org/P4310320017"],"host_organization_lineage_names":["SAGE Publishing"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Transportation Research Record: Journal of the Transportation Research Board","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/11","score":0.761900007724762,"display_name":"Sustainable cities and communities"},{"id":"https://metadata.un.org/sdg/3","score":0.504800021648407,"display_name":"Good health and well-being"}],"study_designs":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":25,"referenced_works":["https://openalex.org/W785049001","https://openalex.org/W1587249036","https://openalex.org/W1594031697","https://openalex.org/W1595657525","https://openalex.org/W1964049816","https://openalex.org/W1965728860","https://openalex.org/W2004328779","https://openalex.org/W2013845817","https://openalex.org/W2014488833","https://openalex.org/W2033126670","https://openalex.org/W2042451995","https://openalex.org/W2053974839","https://openalex.org/W2059090563","https://openalex.org/W2067851105","https://openalex.org/W2068035155","https://openalex.org/W2080911646","https://openalex.org/W2083873155","https://openalex.org/W2089399254","https://openalex.org/W2151060935","https://openalex.org/W2156702604","https://openalex.org/W2157461400","https://openalex.org/W2161309151","https://openalex.org/W2164706250","https://openalex.org/W2998574808","https://openalex.org/W4205207392"],"related_works":["https://openalex.org/W2792900356","https://openalex.org/W4309710984","https://openalex.org/W3183756746","https://openalex.org/W3087111763","https://openalex.org/W4213139545","https://openalex.org/W38592596","https://openalex.org/W4386213938","https://openalex.org/W7164848107","https://openalex.org/W4404331900","https://openalex.org/W7223129461"],"abstract_inverted_index":{"Exploratory":[0],"analysis":[1],"was":[2,59],"made":[3],"of":[4,24,150,157,169,190],"data":[5,43],"from":[6,53],"pedestrian":[7,47,76],"crashes":[8,48,93],"to":[9,18,45,55,65,182,204],"detect":[10,183],"interdependence":[11],"and":[12,17,37,82,94,99,120,126,140,193],"dissimilarities":[13],"between":[14,84,91],"crash":[15,66,71,133,170,186],"patterns":[16,72,134],"provide":[19],"insight":[20],"for":[21,147],"the":[22,60,131,137,151,178],"development":[23],"safety":[25,219],"improvement":[26],"strategies":[27],"focused":[28],"on":[29,42],"pedestrians.":[30],"Data-mining":[31],"techniques,":[32,164,207],"such":[33,165],"as":[34,166,201,209],"classification":[35,138,191],"trees":[36,139,192],"association":[38,141,194],"rules,":[39,142,195],"were":[40,73,180],"used":[41,161,176],"related":[44],"56,014":[46],"that":[49,160,213],"occurred":[50],"in":[51,114,123,177],"Italy":[52],"2006":[54],"2008.":[56],"Crash":[57],"severity":[58],"response":[61],"variable":[62],"most":[63,69],"sensitive":[64],"patterns.":[67,86],"The":[68,173,188],"influential":[70],"road":[74],"type,":[75,81],"age,":[77],"lighting":[78],"conditions,":[79,108],"vehicle":[80],"interactions":[83],"these":[85],"Notable":[87],"results":[88,156],"included":[89],"associations":[90],"fatal":[92,132],"rural":[95],"areas,":[96],"urban":[97],"provincial":[98],"national":[100],"roads,":[101],"pedestrians":[102,109],"older":[103,110],"than":[104,111],"75":[105],"years,":[106],"nighttime":[107,115,124],"65":[112],"years":[113],"crashes,":[116,125],"drivers'":[117],"young":[118],"age":[119],"male":[121],"gender":[122],"truck":[127],"involvement.":[128],"To":[129],"mitigate":[130],"identified":[135],"by":[136],"several":[143],"measures":[144],"are":[145,153],"suggested":[146],"implementation.":[148],"Results":[149],"study":[152,179],"consistent":[154],"with":[155],"previous":[158],"studies":[159],"other":[162,206,218],"analytic":[163],"probabilistic":[167],"models":[168],"injury":[171],"severity.":[172],"data-mining":[174],"techniques":[175],"able":[181],"interdependencies":[184],"among":[185],"characteristics.":[187],"use":[189],"however,":[196],"must":[197],"be":[198,215],"seen":[199],"not":[200],"an":[202],"attempt":[203],"supplant":[205],"but":[208],"a":[210],"complementary":[211],"method":[212],"can":[214],"integrated":[216],"into":[217],"analyses.":[220]},"counts_by_year":[{"year":2026,"cited_by_count":7},{"year":2025,"cited_by_count":6},{"year":2024,"cited_by_count":7},{"year":2023,"cited_by_count":12},{"year":2022,"cited_by_count":7},{"year":2021,"cited_by_count":11},{"year":2020,"cited_by_count":8},{"year":2019,"cited_by_count":6},{"year":2018,"cited_by_count":5},{"year":2017,"cited_by_count":8},{"year":2016,"cited_by_count":5},{"year":2015,"cited_by_count":2},{"year":2014,"cited_by_count":4},{"year":2013,"cited_by_count":7},{"year":2012,"cited_by_count":4}],"updated_date":"2026-11-07T11:25:07.637180","created_date":"2016-06-24T00:00:00"}
