{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,9,30]],"date-time":"2026-09-30T16:53:03Z","timestamp":1790787183920,"version":"4.1.0"},"reference-count":50,"publisher":"Elsevier BV","license":[{"start":{"date-parts":[[2013,3,1]],"date-time":"2013-03-01T00:00:00Z","timestamp":1362096000000},"content-version":"tdm","delay-in-days":0,"URL":"https:\/\/www.elsevier.com\/tdm\/userlicense\/1.0\/"}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["Accident Analysis &amp; Prevention"],"published-print":{"date-parts":[[2013,3]]},"DOI":"10.1016\/j.aap.2012.10.016","type":"journal-article","created":{"date-parts":[[2012,11,23]],"date-time":"2012-11-23T20:48:32Z","timestamp":1353703712000},"page":"1-10","source":"Crossref","is-referenced-by-count":228,"special_numbering":"C","title":["Analysis of traffic accidents on rural highways using Latent Class Clustering and Bayesian Networks"],"prefix":"10.1016","volume":"51","author":[{"given":"Juan","family":"de O\u00f1a","sequence":"first","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Griselda","family":"L\u00f3pez","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Randa","family":"Mujalli","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Francisco J.","family":"Calvo","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"78","reference":[{"key":"10.1016\/j.aap.2012.10.016_bib0005","doi-asserted-by":"crossref","first-page":"6","DOI":"10.3141\/1746-02","article-title":"Development of artificial neural network models to predict driver injury severity in traffic accidents at signalized intersections","volume":"1746","author":"Abdelwahab","year":"2001","journal-title":"Transportation Research Record"},{"key":"10.1016\/j.aap.2012.10.016_bib0010","doi-asserted-by":"crossref","first-page":"597","DOI":"10.1016\/j.jsr.2003.05.009","article-title":"Analysis of driver injury severity levels at multiple locations using ordered probit models","volume":"34","author":"Abdel-Aty","year":"2003","journal-title":"Journal of Safety Research"},{"key":"10.1016\/j.aap.2012.10.016_bib0015","doi-asserted-by":"crossref","first-page":"215","DOI":"10.1016\/j.artmed.2003.11.002","article-title":"A comparison of learning algorithms for Bayesian networks: a case study based on data from an emergency medical service","volume":"30","author":"Acid","year":"2004","journal-title":"Artificial Intelligence in Medicine"},{"key":"10.1016\/j.aap.2012.10.016_bib0020","doi-asserted-by":"crossref","first-page":"317","DOI":"10.1007\/BF02294359","article-title":"Factor analysis and AIC","volume":"52","author":"Akaike","year":"1987","journal-title":"Psychome"},{"issue":"6","key":"10.1016\/j.aap.2012.10.016_bib0025","doi-asserted-by":"crossref","first-page":"729","DOI":"10.1016\/S0001-4575(01)00073-2","article-title":"Using logistic regression to estimate the influence of accident factors on accident severity","volume":"34","author":"Al-Ghamdi","year":"2002","journal-title":"Accident Analysis and Prevention"},{"key":"10.1016\/j.aap.2012.10.016_bib0030","doi-asserted-by":"crossref","first-page":"49","DOI":"10.1080\/00949659908811966","article-title":"Choosing models in model-based clustering and discriminant analysis","volume":"64","author":"Biernacki","year":"1999","journal-title":"Journal of Statistical Computation and Simulation"},{"key":"10.1016\/j.aap.2012.10.016_bib0035","doi-asserted-by":"crossref","first-page":"323","DOI":"10.1016\/j.ijresmar.2004.06.002","article-title":"Country and consumer segmentation: multi-level latent class analysis of financial product ownership","volume":"21","author":"Bijmolt","year":"2004","journal-title":"International Journal of Research in Marketing"},{"issue":"1","key":"10.1016\/j.aap.2012.10.016_bib0040","doi-asserted-by":"crossref","first-page":"5","DOI":"10.1016\/0167-9473(96)88919-5","article-title":"Probabilistic models in cluster analysis","volume":"23","author":"Bock","year":"1996","journal-title":"Computational Statistics and Data Analysis"},{"key":"10.1016\/j.aap.2012.10.016_bib0045","doi-asserted-by":"crossref","first-page":"1019","DOI":"10.1016\/j.aap.2006.04.009","article-title":"Analysis of traffic injury severity: an application of non-parametric classification tree techniques","volume":"38","author":"Chang","year":"2006","journal-title":"Accident Analysis and Prevention"},{"key":"10.1016\/j.aap.2012.10.016_bib0050","doi-asserted-by":"crossref","first-page":"402","DOI":"10.1016\/j.aap.2010.09.010","article-title":"Analysis of traffic accident injury on Spanish rural highways using Bayesian networks","volume":"43","author":"De O\u00f1a","year":"2011","journal-title":"Accident Analysis and Prevention"},{"issue":"4","key":"10.1016\/j.aap.2012.10.016_bib0055","doi-asserted-by":"crossref","first-page":"1257","DOI":"10.1016\/j.aap.2008.01.007","article-title":"Traffic accident segmentation by means of latent class clustering","volume":"40","author":"Depaire","year":"2008","journal-title":"Accident Analysis and Prevention"},{"key":"10.1016\/j.aap.2012.10.016_bib0060","doi-asserted-by":"crossref","first-page":"645","DOI":"10.1016\/j.aap.2009.10.011","article-title":"Risk and protection factors in fatal accidents","volume":"42","author":"Dupont","year":"2010","journal-title":"Accident Analysis and Prevention"},{"key":"10.1016\/j.aap.2012.10.016_bib0065","doi-asserted-by":"crossref","first-page":"578","DOI":"10.1093\/comjnl\/41.8.578","article-title":"How many clusters? Which clustering method? Answers via model-based cluster analysis","volume":"41","author":"Fraley","year":"1998","journal-title":"The Computer Journal"},{"issue":"458","key":"10.1016\/j.aap.2012.10.016_bib0070","doi-asserted-by":"crossref","first-page":"611","DOI":"10.1198\/016214502760047131","article-title":"Model-based clustering, discriminant analysis, and density estimation","volume":"97","author":"Fraley","year":"2002","journal-title":"Journal of the American Statistical Association"},{"key":"10.1016\/j.aap.2012.10.016_bib0075","doi-asserted-by":"crossref","first-page":"483","DOI":"10.1016\/j.jsr.2008.07.003","article-title":"Injury severity analysis of accidents involving young male drivers in Great Britain","volume":"39","author":"Gray","year":"2008","journal-title":"Journal of Safety Research"},{"key":"10.1016\/j.aap.2012.10.016_bib0080","series-title":"Multivariate Data Analysis","author":"Hair","year":"1998"},{"key":"10.1016\/j.aap.2012.10.016_bib0085","doi-asserted-by":"crossref","first-page":"45","DOI":"10.1016\/j.aap.2007.04.002","article-title":"Severity of driver injury and vehicle damage in traffic crashes at intersections: a Bayesian hierarchical analysis","volume":"40","author":"Helai","year":"2008","journal-title":"Accident Analysis and Prevention"},{"issue":"4","key":"10.1016\/j.aap.2012.10.016_bib0090","doi-asserted-by":"crossref","first-page":"425","DOI":"10.1016\/S0001-4575(97)00122-X","article-title":"Heterogeneity considerations in accident modeling","volume":"30","author":"Karlaftis","year":"1998","journal-title":"Accident Analysis and Prevention"},{"key":"10.1016\/j.aap.2012.10.016_bib0095","doi-asserted-by":"crossref","first-page":"1314","DOI":"10.1016\/j.ssci.2011.04.019","article-title":"Analysis of the traffic injury severity on two-lane, two-way rural roads based on classification tree models","volume":"49","author":"Kashani","year":"2011","journal-title":"Safety Science"},{"key":"10.1016\/j.aap.2012.10.016_bib0100","doi-asserted-by":"crossref","first-page":"313","DOI":"10.1016\/S0001-4575(01)00028-8","article-title":"Driver injury severity: an application of ordered probit models","volume":"34","author":"Kockelman","year":"2002","journal-title":"Accident Analysis and Prevention"},{"issue":"5","key":"10.1016\/j.aap.2012.10.016_bib0105","first-page":"291","article-title":"The statistical analysis of crash-frequency data: a review and assessment of methodological alternatives","volume":"44","author":"Lord","year":"2010","journal-title":"Transportation Research Part A"},{"key":"10.1016\/j.aap.2012.10.016_bib0110","series-title":"IEEE Intelligent Transportation Systems Conference","article-title":"Crash frequency and severity modeling using clustered data from Washington state","author":"Ma","year":"2006"},{"key":"10.1016\/j.aap.2012.10.016_bib0115","first-page":"37","article-title":"Latent Class Models for clustering: a comparison with K-means","volume":"20","author":"Magidson","year":"2002","journal-title":"Canadian Journal of Marketing Research"},{"issue":"3","key":"10.1016\/j.aap.2012.10.016_bib0120","doi-asserted-by":"crossref","first-page":"659","DOI":"10.1016\/j.csda.2004.03.001","article-title":"Latent class models for mixed variables with applications in Archaeometry","volume":"48","author":"Moustaki","year":"2005","journal-title":"Computational Statistics and Data Analysis"},{"key":"10.1016\/j.aap.2012.10.016_bib0125","doi-asserted-by":"crossref","first-page":"489","DOI":"10.1016\/j.knosys.2008.10.006","article-title":"On the classification performance of TAN and general Bayesian networks","volume":"22","author":"Madden","year":"2009","journal-title":"Journal of Knowledge-Based Systems"},{"key":"10.1016\/j.aap.2012.10.016_bib0130","series-title":"Finite Mixture Models","author":"McLachlan","year":"2000"},{"key":"10.1016\/j.aap.2012.10.016_bib0135","series-title":"Bayesian Network Technologies: Applications and Graphical Models","author":"Mittal","year":"2007"},{"issue":"4","key":"10.1016\/j.aap.2012.10.016_bib0140","doi-asserted-by":"crossref","first-page":"1451","DOI":"10.1016\/j.aap.2011.02.023","article-title":"Identifying crash contributory factors at urban roundabouts and using association rules to explore their relationships to different crash types","volume":"43","author":"Montella","year":"2011","journal-title":"Accident Analysis and Prevention"},{"key":"10.1016\/j.aap.2012.10.016_bib0145","doi-asserted-by":"crossref","first-page":"107","DOI":"10.3141\/2237-12","article-title":"Data mining techniques for exploratory analysis of pedestrian crashes","volume":"2237","author":"Montella","year":"2011","journal-title":"Transportation Research Record"},{"key":"10.1016\/j.aap.2012.10.016_bib0255","doi-asserted-by":"crossref","first-page":"58","DOI":"10.1016\/j.aap.2011.04.025","article-title":"Analysis of powered two-wheeler crashes in Italy by classification trees and rules discovery","volume":"49","author":"Montella","year":"2012","journal-title":"Accident Analysis and Prevention"},{"key":"10.1016\/j.aap.2012.10.016_bib0155","doi-asserted-by":"crossref","first-page":"317","DOI":"10.1016\/j.jsr.2011.06.010","article-title":"A method for simplifying the analysis of traffic accidents injury severity on two-lane highways using Bayesian networks","volume":"42","author":"Mujalli","year":"2011","journal-title":"Journal of Safety Research"},{"key":"10.1016\/j.aap.2012.10.016_bib0160","unstructured":"Mujalli, R.O., De O\u00f1a, J. Injury severity models for motorized vehicle accident: a review. In: Proceedings of the Institution of Civil Engineers \u2013 Transport, in press."},{"key":"10.1016\/j.aap.2012.10.016_bib0165","series-title":"Learning Bayesian Networks","author":"Neapolitan","year":"2004"},{"key":"10.1016\/j.aap.2012.10.016_bib0170","doi-asserted-by":"crossref","first-page":"387","DOI":"10.1016\/S0022-4375(02)00033-6","article-title":"An algorithm for assessing the risk of traffic accident","volume":"33","author":"Ng","year":"2002","journal-title":"Journal of Safety Research"},{"key":"10.1016\/j.aap.2012.10.016_bib0175","doi-asserted-by":"crossref","first-page":"145","DOI":"10.1016\/j.ssci.2007.12.001","article-title":"Market basket analysis of crash data from large jurisdictions and its potential as a decision supporting tool","volume":"47","author":"Pande","year":"2009","journal-title":"Safety Science"},{"key":"10.1016\/j.aap.2012.10.016_bib0180","doi-asserted-by":"crossref","first-page":"2018","DOI":"10.1016\/j.aap.2010.06.012","article-title":"Empirical calibration of a roadside hazardousness index for Spanish two-lane rural roads","volume":"42","author":"Pardillo-Mayora","year":"2010","journal-title":"Accident Analysis and Prevention"},{"key":"10.1016\/j.aap.2012.10.016_bib0185","doi-asserted-by":"crossref","first-page":"683","DOI":"10.1016\/j.aap.2009.03.007","article-title":"Application of finite mixture models for vehicle crash data analysis","volume":"41","author":"Park","year":"2009","journal-title":"Accident Analysis and Prevention"},{"key":"10.1016\/j.aap.2012.10.016_bib0190","doi-asserted-by":"crossref","first-page":"741","DOI":"10.1016\/j.aap.2009.11.002","article-title":"Bias properties of Bayesian statistics in finiture mixture of negative regression models for crash data analysis","volume":"42","author":"Park","year":"2010","journal-title":"Accident Analysis and Prevention"},{"key":"10.1016\/j.aap.2012.10.016_bib0195","doi-asserted-by":"crossref","first-page":"249","DOI":"10.1111\/j.2517-6161.1986.tb01408.x","article-title":"A note on Bayes factors for log-linear contingency table models with vague prior information","volume":"48","author":"Raftery","year":"1986","journal-title":"Journal of the Royal Statistical Society, Series B"},{"key":"10.1016\/j.aap.2012.10.016_bib0200","doi-asserted-by":"crossref","first-page":"1666","DOI":"10.1016\/j.aap.2011.03.025","article-title":"The statistical analysis of highway crash-injury severities: a review and assessment of methodological alternatives","volume":"43","author":"Savolainen","year":"2011","journal-title":"Accident Analysis and Prevention"},{"key":"10.1016\/j.aap.2012.10.016_bib0205","doi-asserted-by":"crossref","first-page":"249","DOI":"10.1016\/j.drugalcdep.2008.06.008","article-title":"Tri-city study of Ecstasy use problems: a latent class analysis","volume":"98","author":"Scheier","year":"2008","journal-title":"Drug and Alcohol Dependence"},{"key":"10.1016\/j.aap.2012.10.016_bib0210","unstructured":"Sep\u00falveda, R.A., 2004. Contribuciones al An\u00e1lisis de Clases latentes en Presencia de Dependencia Local. Tesis Doctoral. Universidad de Salamanca."},{"key":"10.1016\/j.aap.2012.10.016_bib0215","first-page":"13","article-title":"A Bayesian network model of two-car accidents","volume":"7","author":"Simoncic","year":"2004","journal-title":"Journal of transportation and Statistics"},{"key":"10.1016\/j.aap.2012.10.016_bib0220","doi-asserted-by":"crossref","first-page":"751","DOI":"10.1016\/S0001-4575(99)00038-X","article-title":"Quality function deployment applied to local traffic accident reduction","volume":"31","author":"Sohn","year":"1999","journal-title":"Accident Analysis and Prevention"},{"key":"10.1016\/j.aap.2012.10.016_bib0225","doi-asserted-by":"crossref","first-page":"167","DOI":"10.1016\/S0001-4575(00)00027-0","article-title":"Age and gender patterns in motor vehicle crash injuries: importance of type of crash and occupant role","volume":"33","author":"Tavris","year":"2001","journal-title":"Accident Analysis and Prevention"},{"key":"10.1016\/j.aap.2012.10.016_bib0230","series-title":"Applied Latent Class Analysis","first-page":"89","article-title":"Latent class cluster analysis","author":"Vermunt","year":"2002"},{"key":"10.1016\/j.aap.2012.10.016_bib0235","series-title":"Latent GOLD 4.0 User's Guide","author":"Vermunt","year":"2005"},{"key":"10.1016\/j.aap.2012.10.016_bib0240","doi-asserted-by":"crossref","first-page":"281","DOI":"10.1016\/S0001-4575(03)00006-X","article-title":"A qualitative assessment methodology for road safety policy strategies","volume":"36","author":"Wong","year":"2004","journal-title":"Accident Analysis and Prevention"},{"issue":"1","key":"10.1016\/j.aap.2012.10.016_bib0245","doi-asserted-by":"crossref","first-page":"18","DOI":"10.1061\/(ASCE)0733-947X(2009)135:1(18)","article-title":"Crash injury severity analysis using Bayesian ordered probit models","volume":"135","author":"Xie","year":"2009","journal-title":"Journal of Transportation Engineering ASCE"},{"key":"10.1016\/j.aap.2012.10.016_bib0250","doi-asserted-by":"crossref","first-page":"173","DOI":"10.1080\/15389580701869356","article-title":"Analyses of factors of crash avoidance maneuvers using the general estimates system","volume":"9","author":"Yan","year":"2008","journal-title":"Traffic Injury Prevention"}],"container-title":["Accident Analysis &amp; Prevention"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/api.elsevier.com\/content\/article\/PII:S0001457512003727?httpAccept=text\/xml","content-type":"text\/xml","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/api.elsevier.com\/content\/article\/PII:S0001457512003727?httpAccept=text\/plain","content-type":"text\/plain","content-version":"vor","intended-application":"text-mining"}],"deposited":{"date-parts":[[2024,5,1]],"date-time":"2024-05-01T17:56:39Z","timestamp":1714586199000},"score":1,"resource":{"primary":{"URL":"https:\/\/linkinghub.elsevier.com\/retrieve\/pii\/S0001457512003727"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2013,3]]},"references-count":50,"alternative-id":["S0001457512003727"],"URL":"https:\/\/doi.org\/10.1016\/j.aap.2012.10.016","relation":{},"ISSN":["0001-4575"],"issn-type":[{"value":"0001-4575","type":"print"}],"subject":[],"published":{"date-parts":[[2013,3]]}}}