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Volumn 61, Issue , 2013, Pages 107-118

Factor complexity of crash occurrence: An empirical demonstration using boosted regression trees

Author keywords

Boosted regression trees; Crash classification; Machine learning; Motorcycle crashes

Indexed keywords

BOOSTED REGRESSION TREES; CLASSIFICATION AND REGRESSION TREE MODELS; CLASSIFICATION PERFORMANCE; EXTERNAL VALIDITIES; LOGISTIC REGRESSIONS; MOTORCYCLE CRASHES; NON-LINEAR RELATIONSHIPS; SOCIO-DEMOGRAPHIC FACTORS;

EID: 84888287177     PISSN: 00014575     EISSN: None     Source Type: Journal    
DOI: 10.1016/j.aap.2012.08.015     Document Type: Article
Times cited : (89)

References (50)
  • 1
    • 0036826985 scopus 로고    scopus 로고
    • Using logistic regression to estimate the influence of accident factors on accident severity
    • DOI 10.1016/S0001-4575(01)00073-2, PII S0001457501000732
    • A.S. Al-Ghamdi Using logistic regression to estimate the influence of accident factors on accident severity Accident Analysis (Pubitemid 34862937)
    • (2002) Accident Analysis and Prevention , vol.34 , Issue.6 , pp. 729-741
    • Al-Ghamdi, A.S.1
  • 2
    • 24144490817 scopus 로고    scopus 로고
    • Older drivers and accidents: A meta analysis and data mining application on traffic accident data
    • DOI 10.1016/j.eswa.2005.04.025, PII S0957417405000771
    • E. Bayam, J. Liebowitz, and W. Agresti Older drivers and accidents: a meta analysis and data mining application on traffic accident data Expert Systems with Applications 29 3 2005 598 629 (Pubitemid 41230784)
    • (2005) Expert Systems with Applications , vol.29 , Issue.3 , pp. 598-629
    • Bayam, E.1    Liebowitz, J.2    Agresti, W.3
  • 3
    • 0036826987 scopus 로고    scopus 로고
    • The independent contribution of driver, crash, and vehicle characteristics to driver fatalities
    • DOI 10.1016/S0001-4575(01)00072-0, PII S0001457501000720
    • M. Bedard, G.H. Guyatt, M.J. Stones, and J.P. Hirdes The independent contribution of driver, crash, and vehicle characteristics to driver fatalities Accident Analysis and Prevention 34 6 2002 717 727 (Pubitemid 34862936)
    • (2002) Accident Analysis and Prevention , vol.34 , Issue.6 , pp. 717-727
    • Bedard, M.1    Guyatt, G.H.2    Stones, M.J.3    Hirdes, J.P.4
  • 5
    • 0031191630 scopus 로고    scopus 로고
    • The use of the area under the ROC curve in the evaluation of machine learning algorithms
    • PII S0031320396001422
    • A.P. Bradley The use of the area under the roc curve in the evaluation of machine learning algorithms Pattern Recognition 30 7 1997 1145 1159 (Pubitemid 127406521)
    • (1997) Pattern Recognition , vol.30 , Issue.7 , pp. 1145-1159
    • Bradley, A.P.1
  • 7
    • 11244354640 scopus 로고    scopus 로고
    • Lotus: An algorithm for building accurate and comprehensible logistic regression trees
    • K.Y. Chan, and W.Y. Loh Lotus: an algorithm for building accurate and comprehensible logistic regression trees Journal of Computational and Graphical Statistics 13 4 2004 826 852
    • (2004) Journal of Computational and Graphical Statistics , vol.13 , Issue.4 , pp. 826-852
    • Chan, K.Y.1    Loh, W.Y.2
  • 9
    • 33745753402 scopus 로고    scopus 로고
    • Analysis of traffic injury severity: An application of non-parametric classification tree techniques
    • L.Y. Chang, and H.W. Wang Analysis of traffic injury severity: an application of non-parametric classification tree techniques Accident Analysis and Prevention 38 5 2006 1019 1027
    • (2006) Accident Analysis and Prevention , vol.38 , Issue.5 , pp. 1019-1027
    • Chang, L.Y.1    Wang, H.W.2
  • 10
    • 34247115449 scopus 로고    scopus 로고
    • Boosted trees for ecological modeling and prediction
    • G. De'ath Boosted trees for ecological modeling and prediction Ecology 88 1 2007 243 251
    • (2007) Ecology , vol.88 , Issue.1 , pp. 243-251
    • De'Ath, G.1
  • 11
    • 46149097412 scopus 로고    scopus 로고
    • Traffic accident segmentation by means of latent class clustering
    • B. Depaire, G. Wets, and K. Vanhoof Traffic accident segmentation by means of latent class clustering Accident Analysis and Prevention 40 4 2008 1257 1266
    • (2008) Accident Analysis and Prevention , vol.40 , Issue.4 , pp. 1257-1266
    • Depaire, B.1    Wets, G.2    Vanhoof, K.3
  • 12
    • 61449219018 scopus 로고    scopus 로고
    • A geographical perspective on driving attitudes and behaviour among young adults in urban and rural norway
    • S. Eiksund A geographical perspective on driving attitudes and behaviour among young adults in urban and rural norway Safety Science 47 4 2009 529 536
    • (2009) Safety Science , vol.47 , Issue.4 , pp. 529-536
    • Eiksund, S.1
  • 13
    • 44849118698 scopus 로고    scopus 로고
    • A working guide to boosted regression trees
    • DOI 10.1111/j.1365-2656.2008.01390.x
    • J. Elith, J.R. Leathwick, and T. Hastie A working guide to boosted regression trees Journal of Animal Ecology 77 4 2008 802 813 (Pubitemid 351799674)
    • (2008) Journal of Animal Ecology , vol.77 , Issue.4 , pp. 802-813
    • Elith, J.1    Leathwick, J.R.2    Hastie, T.3
  • 14
    • 71549169883 scopus 로고    scopus 로고
    • Classification analysis of driver's stop/go decision and red-light running violation
    • N. Elmitiny, X. Yan, E. Radwan, C. Russo, and D. Nashar Classification analysis of driver's stop/go decision and red-light running violation Accident Analysis and Prevention 42 1 2010 101 111
    • (2010) Accident Analysis and Prevention , vol.42 , Issue.1 , pp. 101-111
    • Elmitiny, N.1    Yan, X.2    Radwan, E.3    Russo, C.4    Nashar, D.5
  • 15
    • 0036707715 scopus 로고    scopus 로고
    • The importance of confounding in observational before-and-after studies of road safety measures
    • DOI 10.1016/S0001-4575(01)00062-8, PII S0001457501000628
    • R. Elvik The importance of confounding in observational before-and-after studies of road safety measures Accident Analysis and Prevention 34 2002 631 635 (Pubitemid 34862954)
    • (2002) Accident Analysis and Prevention , vol.34 , Issue.5 , pp. 631-635
    • Elvik, R.1
  • 16
    • 0041828796 scopus 로고    scopus 로고
    • Assessing the validity of road safety evaluation studies by analysing causal chains
    • R. Elvik Assessing the validity of road safety evaluation studies by analysing causal chains Accident Analysis and Prevention 35 5 2003 741 748
    • (2003) Accident Analysis and Prevention , vol.35 , Issue.5 , pp. 741-748
    • Elvik, R.1
  • 17
    • 0035285822 scopus 로고    scopus 로고
    • Accident prototypical scenarios, a tool for road safety research and diagnostic studies
    • DOI 10.1016/S0001-4575(00)00041-5, PII S0001457500000415
    • D. Fleury, and T. Brenac Accident prototypical scenarios, a tool for road safety research and diagnostic studies Accident Analysis and Prevention 33 2 2001 267 276 (Pubitemid 33592901)
    • (2001) Accident Analysis and Prevention , vol.33 , Issue.2 , pp. 267-276
    • Fleury, D.1    Brenac, T.2
  • 19
    • 0035470889 scopus 로고    scopus 로고
    • Greedy function approximation: A gradient boosting machine
    • J.H. Friedman Greedy function approximation: a gradient boosting machine Annals of Statistics 29 5 2001 1189 1232 (Pubitemid 33405972)
    • (2001) Annals of Statistics , vol.29 , Issue.5 , pp. 1189-1232
    • Friedman, J.H.1
  • 20
    • 19944403310 scopus 로고    scopus 로고
    • Understanding spatial concentrations of road accidents using frequent item sets
    • DOI 10.1016/j.aap.2005.03.023, PII S0001457505000576
    • K. Geurts, I. Thomas, and G. Wets Understanding spatial concentrations of road accidents using frequent item sets Accident Analysis and Prevention 37 4 2005 787 799 (Pubitemid 40753450)
    • (2005) Accident Analysis and Prevention , vol.37 , Issue.4 , pp. 787-799
    • Geurts, K.1    Thomas, I.2    Wets, G.3
  • 21
    • 0346723151 scopus 로고    scopus 로고
    • A method for relating type of crash to traffic flow characteristics on urban freeways
    • DOI 10.1016/j.tra.2003.08.002
    • T.F. Golob, and W.W. Recker A method for relating type of crash to traffic flow characteristics on urban freeways Transportation Research. Part A: Policy and Practice 38 1 2004 53 80 (Pubitemid 37554437)
    • (2004) Transportation Research Part A: Policy and Practice , vol.38 , Issue.1 , pp. 53-80
    • Golob, T.F.1    Recker, W.W.2
  • 22
    • 57849165378 scopus 로고    scopus 로고
    • Exploring precrash maneuvers using classification trees and random forests
    • R. Harb, X. Yan, E. Radwan, and X. Su Exploring precrash maneuvers using classification trees and random forests Accident Analysis and Prevention 41 2009 98 107
    • (2009) Accident Analysis and Prevention , vol.41 , pp. 98-107
    • Harb, R.1    Yan, X.2    Radwan, E.3    Su, X.4
  • 24
    • 64149124835 scopus 로고    scopus 로고
    • Cause and effect in observational cross-section studies on road safety
    • Washington, DC, USA
    • E. Hauer Cause and effect in observational cross-section studies on road safety 85th Annual Meeting of the Transportation Research Board Washington, DC, USA 2006
    • (2006) 85th Annual Meeting of the Transportation Research Board
    • Hauer, E.1
  • 27
    • 63849095121 scopus 로고    scopus 로고
    • Hit-and-run crashes use of rough set analysis with logistic regression to capture critical attributes and determinants
    • K. Kim, P. Pant, and E.Y. Yamashita Hit-and-run crashes use of rough set analysis with logistic regression to capture critical attributes and determinants Transportation Research Record 2083 2008 114 121
    • (2008) Transportation Research Record , vol.2083 , pp. 114-121
    • Kim, K.1    Pant, P.2    Yamashita, E.Y.3
  • 28
    • 57149142492 scopus 로고    scopus 로고
    • Differences in urban and rural accident characteristics and medical service utilization for traffic fatalities in less-motorized societies
    • M.D. Li, J.L. Doong, K.K. Chang, T.H. Lu, and M.C. Jeng Differences in urban and rural accident characteristics and medical service utilization for traffic fatalities in less-motorized societies Journal of Safety Research 39 6 2008 623 630
    • (2008) Journal of Safety Research , vol.39 , Issue.6 , pp. 623-630
    • Li, M.D.1    Doong, J.L.2    Chang, K.K.3    Lu, T.H.4    Jeng, M.C.5
  • 29
    • 0038514243 scopus 로고    scopus 로고
    • Factors associated with severity of motorcycle injuries among young adult riders
    • DOI 10.1067/mem.2003.186
    • M.R. Lin, S.H. Chang, W.Z. Huang, H.F. Hwang, and L. Pai Factors associated with severity of motorcycle injuries among young adult riders Annals of Emergency Medicine 41 6 2003 783 791 (Pubitemid 36617529)
    • (2003) Annals of Emergency Medicine , vol.41 , Issue.6 , pp. 783-791
    • Lin, M.-R.1    Chang, S.-H.2    Huang, W.3    Hwang, H.-F.4    Pai, L.5
  • 30
    • 0037334015 scopus 로고    scopus 로고
    • A longitudinal study of risk factors for motorcycle crashes among junior college students in taiwan
    • M.R. Lin, S.H. Chang, L. Pai, and P.M. Keyl A longitudinal study of risk factors for motorcycle crashes among junior college students in taiwan Accident Analysis and Prevention 35 2 2003 243 252
    • (2003) Accident Analysis and Prevention , vol.35 , Issue.2 , pp. 243-252
    • Lin, M.R.1    Chang, S.H.2    Pai, L.3    Keyl, P.M.4
  • 32
    • 77956228177 scopus 로고    scopus 로고
    • Application of association rules in iranian railways (rai) accident data analysis
    • A. Mirabadi, and S. Sharifian Application of association rules in iranian railways (rai) accident data analysis Safety Science 48 10 2010 1427 1435
    • (2010) Safety Science , vol.48 , Issue.10 , pp. 1427-1435
    • Mirabadi, A.1    Sharifian, S.2
  • 33
    • 79955577324 scopus 로고    scopus 로고
    • Identifying crash contributory factors at urban roundabouts and using association rules to explore their relationships to different crash types
    • A. Montella Identifying crash contributory factors at urban roundabouts and using association rules to explore their relationships to different crash types Accident Analysis and Prevention 43 4 2011 1451 1463
    • (2011) Accident Analysis and Prevention , vol.43 , Issue.4 , pp. 1451-1463
    • Montella, A.1
  • 34
    • 84867061091 scopus 로고    scopus 로고
    • Analysis of powered two wheeler crashes in Italy by classification trees and rules discovery
    • in press
    • Montella, A., Aria, M., D'ambrosio, A., Mauriello, F., 2011. Analysis of powered two wheeler crashes in Italy by classification trees and rules discovery. Accident Analysis and Prevention, http://dx.doi.org/10.1016/j.aap. 2011.04.025, in press.
    • (2011) Accident Analysis and Prevention
    • Montella, A.1    Aria, M.2    D'Ambrosio, A.3    Mauriello, F.4
  • 35
    • 77958044339 scopus 로고    scopus 로고
    • The analysis of motor vehicle crash clusters using the vector quantization technique
    • L. Mussone, and K. Kim The analysis of motor vehicle crash clusters using the vector quantization technique Journal of Advanced Transportation 44 3 2010 162 175
    • (2010) Journal of Advanced Transportation , vol.44 , Issue.3 , pp. 162-175
    • Mussone, L.1    Kim, K.2
  • 36
    • 56949095528 scopus 로고    scopus 로고
    • Market basket analysis of crash data from large jurisdictions and its potential as a decision support tool
    • A. Pande, and M. Abdel-Aty Market basket analysis of crash data from large jurisdictions and its potential as a decision support tool Safety Science 47 1 2009 145 154
    • (2009) Safety Science , vol.47 , Issue.1 , pp. 145-154
    • Pande, A.1    Abdel-Aty, M.2
  • 38
    • 67949085049 scopus 로고    scopus 로고
    • Identification of differences between rural and urban safety cultures
    • M.E. Rakauskas, N.J. Ward, and S.G. Gerberich Identification of differences between rural and urban safety cultures Accident Analysis and Prevention 41 5 2009 931 937
    • (2009) Accident Analysis and Prevention , vol.41 , Issue.5 , pp. 931-937
    • Rakauskas, M.E.1    Ward, N.J.2    Gerberich, S.G.3
  • 41
    • 0029683286 scopus 로고    scopus 로고
    • Age and experience in motorcycling safety
    • DOI 10.1016/0001-4575(95)00037-2
    • D.R. Rutter, and L. Quine Age and experience in motorcycling safety Accident Analysis and Prevention 28 1 1996 15 21 (Pubitemid 126341740)
    • (1996) Accident Analysis and Prevention , vol.28 , Issue.1 , pp. 15-21
    • Rutter, D.R.1    Quine, L.2
  • 42
    • 84856653048 scopus 로고    scopus 로고
    • Mining microscopic data of vehicle conflicts and collisions to investigate collision factors
    • N. Saunier, N. Mourji, and B. Agard Mining microscopic data of vehicle conflicts and collisions to investigate collision factors Transportation Research Record 2237 2011 41 50
    • (2011) Transportation Research Record , vol.2237 , pp. 41-50
    • Saunier, N.1    Mourji, N.2    Agard, B.3
  • 45
    • 34247491124 scopus 로고    scopus 로고
    • Rough set approach for accident chains exploration
    • J.T. Wong, and Y.S. Chung Rough set approach for accident chains exploration Accident Analysis and Prevention 39 3 2007 629 637
    • (2007) Accident Analysis and Prevention , vol.39 , Issue.3 , pp. 629-637
    • Wong, J.T.1    Chung, Y.S.2
  • 46
    • 38149014643 scopus 로고    scopus 로고
    • Analyzing heterogeneous accident data from the perspective of accident occurrence
    • J.T. Wong, and Y.S. Chung Analyzing heterogeneous accident data from the perspective of accident occurrence Accident Analysis and Prevention 40 1 2008 357 367
    • (2008) Accident Analysis and Prevention , vol.40 , Issue.1 , pp. 357-367
    • Wong, J.T.1    Chung, Y.S.2
  • 47
    • 64149130080 scopus 로고    scopus 로고
    • Comparison of methodology approach to identify causal factors of accident severity
    • J.T. Wong, and Y.S. Chung Comparison of methodology approach to identify causal factors of accident severity Transportation Research Record 2083 2008 190 198
    • (2008) Transportation Research Record , vol.2083 , pp. 190-198
    • Wong, J.T.1    Chung, Y.S.2
  • 48
    • 0032128618 scopus 로고    scopus 로고
    • Instrumental and normative motives for compliance with traffic laws among young and older drivers
    • PII S0001457598000037
    • D. Yagil Instrumental and normative motives for compliance with traffic laws among young and older drivers Accident Analysis and Prevention 30 4 1998 417 424 (Pubitemid 128425475)
    • (1998) Accident Analysis and Prevention , vol.30 , Issue.4 , pp. 417-424
    • Yagil, D.1
  • 49
    • 20444483774 scopus 로고    scopus 로고
    • Application of boosting to classification problems in chemometrics
    • DOI 10.1016/j.aca.2005.01.075, PII S0003267005001595
    • M.H. Zhang, Q.S. Xu, F.P.J.L. Daeyaert, and D.L. Massart Application of boosting to classification problems in chemometrics Analytica Chimica Acta 544 1-2 2005 167 176 (Pubitemid 40814156)
    • (2005) Analytica Chimica Acta , vol.544 , pp. 167-176
    • Zhang, M.H.1    Xu, Q.S.2    Daeyaert, F.3    Lewi, P.J.4    Massart, D.L.5
  • 50
    • 81355127305 scopus 로고    scopus 로고
    • Age and gender differences in conviction and crash occurrence subsequent to being directed to iowa's driver improvement program
    • W. Zhang, K. Gkritza, N. Keren, and S. Nambisan Age and gender differences in conviction and crash occurrence subsequent to being directed to iowa's driver improvement program Journal of Safety Research 42 5 2011 359 365
    • (2011) Journal of Safety Research , vol.42 , Issue.5 , pp. 359-365
    • Zhang, W.1    Gkritza, K.2    Keren, N.3    Nambisan, S.4


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