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Volumn 43, Issue 3, 2011, Pages 1160-1166

A joint-probability approach to crash prediction models

Author keywords

Crash frequency; Crash severity; Full Bayesian method; Joint probability; Markov chain Monte Carlo (MCMC) approach

Indexed keywords

CRASH FREQUENCY; CRASH SEVERITY; FULL BAYESIAN METHOD; JOINT PROBABILITY; MARKOV CHAIN MONTE CARLO (MCMC) APPROACH;

EID: 79952438774     PISSN: 00014575     EISSN: None     Source Type: Journal    
DOI: 10.1016/j.aap.2010.12.026     Document Type: Article
Times cited : (83)

References (41)
  • 1
    • 3042749575 scopus 로고    scopus 로고
    • Simultaneous modelling of multiple traffic safety performance indicators by using a multivariate generalized linear mixed model
    • DOI 10.1111/j.1467-985X.2004.0apm7.x
    • T.C. Bailey, and P.J. Hewson Simultaneous modeling of multiple traffic safety performance indicators by using a multivariate generalized linear mixed model Journal of Royal Statistical Society Series A 167 3 2004 501 517 (Pubitemid 38888578)
    • (2004) Journal of the Royal Statistical Society. Series A: Statistics in Society , vol.167 , Issue.3 , pp. 501-517
    • Bailey, T.C.1    Hewson, P.J.2
  • 2
    • 19944368482 scopus 로고    scopus 로고
    • The covariance between the number of accidents and the number of victims in multivariate analysis of accident related outcomes
    • DOI 10.1016/j.aap.2005.01.004, PII S0001457505000199
    • F.D. Bijleveld The covariance between the number of accidents and the number of victims in multivariate analysis of accident related outcomes Accident Analysis and Prevention 37 2005 591 600 (Pubitemid 40753428)
    • (2005) Accident Analysis and Prevention , vol.37 , Issue.4 , pp. 591-600
    • Bijleveld, F.D.1
  • 3
    • 27644440038 scopus 로고    scopus 로고
    • Work-related traffic crashes: A record linkage study
    • DOI 10.1016/j.aap.2005.06.014, PII S0001457505001132
    • S. Boufous, and A. Williamson Work-related traffic crashes: a record linkage study Accident Analysis and Prevention 38 1 2006 14 21 (Pubitemid 41562293)
    • (2006) Accident Analysis and Prevention , vol.38 , Issue.1 , pp. 14-21
    • Boufous, S.1    Williamson, A.2
  • 4
    • 64849112848 scopus 로고    scopus 로고
    • Heavy vehicle driver fatalities: Learning's from fatal road crash investigations in Victoria
    • L. Brodie, B. Lyndal, and I.G. Elias Heavy vehicle driver fatalities: learning's from fatal road crash investigations in Victoria Accident Analysis and Prevention 41 3 2009 557 564
    • (2009) Accident Analysis and Prevention , vol.41 , Issue.3 , pp. 557-564
    • Brodie, L.1    Lyndal, B.2    Elias, I.G.3
  • 5
    • 44949287625 scopus 로고
    • Regression based tests for overdispersion in the Poisson model
    • A. Cameron, and P. Trevedi Regression based tests for overdispersion in the Poisson model Journal of Econometrics 46 1990 347 364
    • (1990) Journal of Econometrics , vol.46 , pp. 347-364
    • Cameron, A.1    Trevedi, P.2
  • 6
    • 0035037061 scopus 로고    scopus 로고
    • Tram-related injuries in Sheffield
    • DOI 10.1016/S0020-1383(00)00196-0, PII S0020138300001960
    • I.C. Cameron, N.J. Harris, and N.J.S. Kehoe Tram-related injuries in Sheffield Injury 32 4 2001 275 277 (Pubitemid 32372630)
    • (2001) Injury , vol.32 , Issue.4 , pp. 275-277
    • Cameron, I.C.1    Harris, N.J.2    Kehoe, N.J.S.3
  • 7
    • 0034747617 scopus 로고    scopus 로고
    • The effect of ice warning signs on accident frequencies and severities
    • J. Carson, and F. Mannering The effect of ice warning signs on accident frequencies and severities Accident Analysis and Prevention 33 2001 99 109
    • (2001) Accident Analysis and Prevention , vol.33 , pp. 99-109
    • Carson, J.1    Mannering, F.2
  • 8
    • 67949107931 scopus 로고    scopus 로고
    • Accident prediction models with random corridor parameters
    • K. El-Basyouny, and T. Sayed Accident prediction models with random corridor parameters Accident Analysis and Prevention 41 5 2009 1118 1123
    • (2009) Accident Analysis and Prevention , vol.41 , Issue.5 , pp. 1118-1123
    • El-Basyouny, K.1    Sayed, T.2
  • 9
    • 0029251408 scopus 로고
    • Measuring the contribution of randomness, exposure, weather, and daylight to the variation in road accident counts
    • L. Fridstrøm, J. Ifver, S. Ingebrigtsen, R. Kulmala, and L.K. Thomsen Measuring the contribution of randomness, exposure, weather, and daylight to the variation in road accident counts Accident Analysis and Prevention 27 1 1995 1 20
    • (1995) Accident Analysis and Prevention , vol.27 , Issue.1 , pp. 1-20
    • Fridstrøm, L.1    Ifver, J.2    Ingebrigtsen, S.3    Kulmala, R.4    Thomsen, L.K.5
  • 11
    • 76349122163 scopus 로고    scopus 로고
    • Safety effectiveness of lane and shoulder width combinations on rural, two-lane, undivided roads
    • F. Gross, P. Jovanis, and K. Eccles Safety effectiveness of lane and shoulder width combinations on rural, two-lane, undivided roads Transportation Research Recordings 2103 2009 42 49
    • (2009) Transportation Research Recordings , vol.2103 , pp. 42-49
    • Gross, F.1    Jovanis, P.2    Eccles, K.3
  • 12
    • 0030281135 scopus 로고    scopus 로고
    • Trams - A risk factor for pedestrians
    • DOI 10.1016/S0001-4575(96)00048-6, PII S0001457596000486
    • A. Hedelin, U. Björnstig, and B. Brismar Trams - a risk factor for pedestrians Accident Analysis and Prevention 28 6 1996 733 738 (Pubitemid 126371142)
    • (1996) Accident Analysis and Prevention , vol.28 , Issue.6 , pp. 733-738
    • Hedelin, A.1    Bjornstig, U.2    Brismar, B.3
  • 14
    • 77955984221 scopus 로고    scopus 로고
    • Multilevel data and Bayesian analysis in traffic safety
    • H. Huang, and M. Abdel-Aty Multilevel data and Bayesian analysis in traffic safety Accident Analysis and Prevention 42 6 2010 1556 1565
    • (2010) Accident Analysis and Prevention , vol.42 , Issue.6 , pp. 1556-1565
    • Huang, H.1    Abdel-Aty, M.2
  • 15
    • 33749057502 scopus 로고    scopus 로고
    • The significance of endogeneity problems in crash models: An examination of left-turn lanes in intersection crash models
    • D.G. Kim, and S.P. Washington The significance of endogeneity problems in crash models: an examination of left-turn lanes in intersection crash models Accident Analysis and Prevention 38 2006 1094 1100
    • (2006) Accident Analysis and Prevention , vol.38 , pp. 1094-1100
    • Kim, D.G.1    Washington, S.P.2
  • 16
    • 33750288910 scopus 로고    scopus 로고
    • Modeling crash outcome probabilities at rural intersections: Application of hierarchical binomial logistic models
    • DOI 10.1016/j.aap.2006.06.011, PII S0001457506001163
    • D.G. Kim, Y. Lee, S.P. Washington, and K. Choi Modeling crash outcome probabilities at rural intersections: application of hierarchical binomial logistic models Accident Analysis and Prevention 39 2007 125 134 (Pubitemid 44633824)
    • (2007) Accident Analysis and Prevention , vol.39 , Issue.1 , pp. 125-134
    • Kim, D.-G.1    Lee, Y.2    Washington, S.3    Choi, K.4
  • 17
    • 0036949822 scopus 로고    scopus 로고
    • Motor vehicle crashes and land use - Empirical analysis from Hawaii
    • K. Kim, and E. Yamashita Motor vehicle crashes and land use - empirical analysis from Hawaii Transportation Research Recording 1784 2002 73 79
    • (2002) Transportation Research Recording , vol.1784 , pp. 73-79
    • Kim, K.1    Yamashita, E.2
  • 18
    • 0036489136 scopus 로고    scopus 로고
    • Impact of roadside features on the frequency and severity of run-off-roadway accidents: An empirical analysis
    • DOI 10.1016/S0001-4575(01)00009-4, PII S0001457501000094
    • J. Lee, and F. Mannering Impact of roadside features on the frequency and severity of run-off-roadway accidents: an empirical analysis Accident Analysis and Prevention 34 2002 149 161 (Pubitemid 33107274)
    • (2002) Accident Analysis and Prevention , vol.34 , Issue.2 , pp. 149-161
    • Lee, J.1    Mannering, F.2
  • 19
    • 77952089434 scopus 로고    scopus 로고
    • The statistical analysis of crash-frequency data: A review and assessment of methodological alternatives
    • D. Lord, and F. Mannering The statistical analysis of crash-frequency data: a review and assessment of methodological alternatives Transportation Research 44A 2010 291 305
    • (2010) Transportation Research , vol.44 , pp. 291-305
    • Lord, D.1    Mannering, F.2
  • 20
    • 33749632756 scopus 로고    scopus 로고
    • Bayesian multivariate poisson regression for models of injury count, by severity
    • Statistical Methods and Crash Prediction Modeling
    • J. Ma, and K.M. Kockelman Bayesian multivariate Poisson regression for models injury count, by severity Transportation Research Record 1950 2006 24 34 (Pubitemid 44545857)
    • (2006) Transportation Research Record , Issue.1950 , pp. 24-34
    • Ma, J.1    Kockelman, K.M.2
  • 21
    • 42749088635 scopus 로고    scopus 로고
    • A multivariate Poisson-lognormal regression model for prediction of crash counts by severity, using Bayesian methods
    • J. Ma, K.M. Kockelman, and P. Damien A multivariate Poisson-lognormal regression model for prediction of crash counts by severity, using Bayesian methods Accident Analysis and Prevention 40 2008 964 975
    • (2008) Accident Analysis and Prevention , vol.40 , pp. 964-975
    • Ma, J.1    Kockelman, K.M.2    Damien, P.3
  • 22
    • 0027786898 scopus 로고
    • Modeling vehicle accidents and highway geometric design relationships
    • S.P. Miaou, and H. Lum Modeling vehicle accidents and highway geometric design relationships Accident Analysis and Prevention 25 1993 689 709
    • (1993) Accident Analysis and Prevention , vol.25 , pp. 689-709
    • Miaou, S.P.1    Lum, H.2
  • 23
    • 0028486329 scopus 로고
    • The relationship between truck accidents and geometric design of road sections: Poisson versus negative binomial regressions
    • S.P. Miaou The relationship between truck accidents and geometric design of road sections: Poisson versus negative binomial regressions Accident Analysis and Prevention 26 1994 471 482
    • (1994) Accident Analysis and Prevention , vol.26 , pp. 471-482
    • Miaou, S.P.1
  • 24
    • 19944393621 scopus 로고    scopus 로고
    • Bayesian ranking of sites for engineering safety improvements: Decision parameter, treatability concept, statistical criterion, and spatial dependence
    • DOI 10.1016/j.aap.2005.03.012, PII S0001457505000497
    • S.P. Miaou, and J.J. Song Bayesian ranking of sites for engineering safety improvements: decision parameter, treatability concept, statistical criterion and spatial dependence Accident Analysis and Prevention 37 2005 699 720 (Pubitemid 40753442)
    • (2005) Accident Analysis and Prevention , vol.37 , Issue.4 , pp. 699-720
    • Miaou, S.-P.1    Song, J.J.2
  • 25
    • 0032215995 scopus 로고    scopus 로고
    • The relationship among highway geometrics, traffic-related elements and motor-vehicle accident frequencies
    • J. Milton, and F. Mannering The relationship among highway geometrics, traffic-related elements and motor-vehicle accident frequencies Transportation 25 1998 395 413
    • (1998) Transportation , vol.25 , pp. 395-413
    • Milton, J.1    Mannering, F.2
  • 26
    • 0030280170 scopus 로고    scopus 로고
    • Accident prediction models for roads with minor junctions
    • DOI 10.1016/S0001-4575(96)00042-5, PII S0001457596000425
    • L. Mountain, B. Fawaz, and D. Jarrett Accident prediction models for roads with minor junctions Accident Analysis and Prevention 28 6 1996 695 707 (Pubitemid 126371139)
    • (1996) Accident Analysis and Prevention , vol.28 , Issue.6 , pp. 695-707
    • Mountain, L.1    Fawaz, B.2    Jarrett, D.3
  • 28
    • 41549126806 scopus 로고    scopus 로고
    • Multivariate poisson-lognormal models for jointly modeling crash frequency by severity
    • DOI 10.3141/2019-01, Statistical Methods, Safety Data, Analysis, and Evaluation 2007
    • E.S. Park, and D. Lord Multivariate Poisson-lognormal models for jointly modeling crash frequency by severity Transportation Research Record 2019 2007 1 6 (Pubitemid 351472915)
    • (2007) Transportation Research Record , Issue.2019 , pp. 1-6
    • Park, E.S.1    Lord, D.2
  • 29
    • 0002333607 scopus 로고    scopus 로고
    • Negative binomial analysis of intersection accident frequencies
    • M. Poch, and F. Mannering Negative binomial analysis of intersection accident frequencies Journal of Transportation Engineering 122 1996 391 401
    • (1996) Journal of Transportation Engineering , vol.122 , pp. 391-401
    • Poch, M.1    Mannering, F.2
  • 30
    • 0344552474 scopus 로고    scopus 로고
    • Selecting exposure measures in crash rate prediction for two-lane highway segments
    • X. Qin, J.N. Ivan, and N. Ravishanker Selecting exposure measures in crash rate prediction for two-lane highway segments Accident Analysis and Prevention 36 2 2004 183 191
    • (2004) Accident Analysis and Prevention , vol.36 , Issue.2 , pp. 183-191
    • Qin, X.1    Ivan, J.N.2    Ravishanker, N.3
  • 31
    • 33749043027 scopus 로고    scopus 로고
    • Bayesian estimation of hourly exposure functions by crash type and time of day
    • DOI 10.1016/j.aap.2006.04.012, PII S0001457506000613
    • X. Qin, John N. Ivan, N. Ravishanker, J. Liu, and D. Tepas Bayesian estimation of hourly exposure functions by crash type and time of day Accident Analysis and Prevention 38 6 2006 1071 1080 (Pubitemid 44465824)
    • (2006) Accident Analysis and Prevention , vol.38 , Issue.6 , pp. 1071-1080
    • Qin, X.1    Ivan, J.N.2    Ravishanker, N.3    Liu, J.4    Tepas, D.5
  • 32
    • 76249118876 scopus 로고    scopus 로고
    • Effects of road geometry and cross-section variables on traffic accidents
    • T. Rengarasu, T. Hagiwara, and M. Hirasawa Effects of road geometry and cross-section variables on traffic accidents Transportation Research Recording 2102 2009 34 42
    • (2009) Transportation Research Recording , vol.2102 , pp. 34-42
    • Rengarasu, T.1    Hagiwara, T.2    Hirasawa, M.3
  • 33
    • 0031279422 scopus 로고    scopus 로고
    • Modeling accident frequencies as zero-altered probability processes: An empirical inquiry
    • PII S0001457597000523
    • V. Shankar, J. Milton, and F. Mannering Modeling accident frequencies as zero-altered probability processes: an empirical inquiry Accident Analysis and Prevention 29 6 1997 829 837 (Pubitemid 127399062)
    • (1997) Accident Analysis and Prevention , vol.29 , Issue.6 , pp. 829-837
    • Shankar, V.1    Milton, J.2    Mannering, F.3
  • 34
    • 28044460320 scopus 로고    scopus 로고
    • Bayesian multivariate spatial models for roadway traffic crash mapping
    • DOI 10.1016/j.jmva.2005.03.007, PII S0047259X05000308
    • J.J. Song, M. Ghosph, S. Miaou, and B. Mallick Bayesian multivariate spatial models for roadway traffic crash mapping Journal of Multivariate Analysis 97 1 2006 246 273 (Pubitemid 41683906)
    • (2006) Journal of Multivariate Analysis , vol.97 , Issue.1 , pp. 246-273
    • Song, J.J.1    Ghosh, M.2    Miaou, S.3    Mallick, B.4
  • 36
    • 33644661144 scopus 로고    scopus 로고
    • version 1.4.1 User Manual, MRC Biostatistics Unit, Cambridge, UK.
    • Spiegelhalter, D.J.; Thomas, A.; Best, N.G.; Lunn, D.; 2003. WinBUGS version 1.4.1 User Manual, MRC Biostatistics Unit, Cambridge, UK.
    • (2003) WinBUGS
    • Spiegelhalter, D.J.1    Thomas, A.2    Best, N.G.3    Lunn, D.4
  • 37
    • 0036291717 scopus 로고    scopus 로고
    • Child pedestrian injuries at tram and bus stops
    • DOI 10.1016/S0020-1383(02)00051-7, PII S0020138302000517
    • R. Unger, C. Eder, J.M. Mayr, and J. Wernig Child pedestrian injuries at tram and bus stops Injury 33 6 2002 485 488 (Pubitemid 34722742)
    • (2002) Injury , vol.33 , Issue.6 , pp. 485-488
    • Unger, R.1    Eder, C.2    Mayr, J.M.3    Wernig, J.4
  • 39
    • 70349957086 scopus 로고    scopus 로고
    • Department of Violence & Injury Prevention & Disability Geneva, Switzerland
    • World Health Organization (WHO) Global Status Report on Road Safety: Time for Action 2009 Department of Violence & Injury Prevention & Disability Geneva, Switzerland
    • (2009) Global Status Report on Road Safety: Time for Action
  • 40
    • 34848920088 scopus 로고    scopus 로고
    • Contributory factors to traffic crashes at signalized intersections in Hong Kong
    • DOI 10.1016/j.aap.2007.02.009, PII S0001457507000279
    • S.C. Wong, N.N. Sze, and Y.C. Li Contributory factors to traffic crashes at signalized intersections in Hong Kong Accident Analysis and Prevention 39 2007 1107 1113 (Pubitemid 47503090)
    • (2007) Accident Analysis and Prevention , vol.39 , Issue.6 , pp. 1107-1113
    • Wong, S.C.1    Sze, N.N.2    Li, Y.C.3
  • 41
    • 58249129130 scopus 로고    scopus 로고
    • A simultaneous equations model of crash frequency by collision type for rural intersections
    • X. Ye, R.M. Pendyala, S.P. Washington, K. Konduri, and J. Oh A simultaneous equations model of crash frequency by collision type for rural intersections Safety Science 47 2009 443 452
    • (2009) Safety Science , vol.47 , pp. 443-452
    • Ye, X.1    Pendyala, R.M.2    Washington, S.P.3    Konduri, K.4    Oh, J.5


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