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Volumn 110, Issue , 2018, Pages 101-114

Contributory fault and level of personal injury to drivers involved in head-on collisions: Application of copula-based bivariate ordinal models

Author keywords

Bivariate ordinal models; Copula; Fault status; Head on collisions; Injury severity; Normal mixture marginals; Vehicle speed

Indexed keywords

DISTRIBUTION FUNCTIONS; MIXTURES; PROBABILITY DISTRIBUTIONS; SPEED; STOCHASTIC SYSTEMS; VEHICLES;

EID: 85032978879     PISSN: 00014575     EISSN: None     Source Type: Journal    
DOI: 10.1016/j.aap.2017.10.018     Document Type: Article
Times cited : (45)

References (55)
  • 1
    • 31044433473 scopus 로고    scopus 로고
    • Driving speed and the risk of road crashes: a review
    • Aarts, L., Van Schagen, I., Driving speed and the risk of road crashes: a review. Accid. Anal. Prev. 38:2 (2006), 215–224.
    • (2006) Accid. Anal. Prev. , vol.38 , Issue.2 , pp. 215-224
    • Aarts, L.1    Van Schagen, I.2
  • 2
    • 0345867100 scopus 로고    scopus 로고
    • Analysis of driver injury severity levels at multiple locations using ordered probit models
    • Abdel-Aty, M., Analysis of driver injury severity levels at multiple locations using ordered probit models. J. Safety Res. 34:5 (2003), 597–603.
    • (2003) J. Safety Res. , vol.34 , Issue.5 , pp. 597-603
    • Abdel-Aty, M.1
  • 3
    • 84942411319 scopus 로고    scopus 로고
    • The temporal stability of factors affecting driver-injury severities in single-vehicle crashes: some empirical evidence
    • Behnood, A., Mannering, F.L., The temporal stability of factors affecting driver-injury severities in single-vehicle crashes: some empirical evidence. Anal. Methods Accid. Res. 8 (2015), 7–32.
    • (2015) Anal. Methods Accid. Res. , vol.8 , pp. 7-32
    • Behnood, A.1    Mannering, F.L.2
  • 4
    • 67349179945 scopus 로고    scopus 로고
    • A copula-based approach to accommodate residential self-selection effects in travel behavior modeling
    • Bhat, C.R., Eluru, N., A copula-based approach to accommodate residential self-selection effects in travel behavior modeling. Transp. Res. Part B 43:7 (2009), 749–765.
    • (2009) Transp. Res. Part B , vol.43 , Issue.7 , pp. 749-765
    • Bhat, C.R.1    Eluru, N.2
  • 5
    • 34250108028 scopus 로고
    • Model selection and Akaike's information criterion (AIC): The general theory and its analytical extensions
    • Bozdogan, H., Model selection and Akaike's information criterion (AIC): The general theory and its analytical extensions. Psychometrika 52:3 (1987), 345–370.
    • (1987) Psychometrika , vol.52 , Issue.3 , pp. 345-370
    • Bozdogan, H.1
  • 6
    • 33750020382 scopus 로고    scopus 로고
    • Modelling the differences in counted outcomes using bivariate copula models with application to mismeasured counts
    • Cameron, A.C., Li, T., Trivedi, P.K., Zimmer, D.M., Modelling the differences in counted outcomes using bivariate copula models with application to mismeasured counts. Econometrics J. 7:2 (2004), 566–584.
    • (2004) Econometrics J. , vol.7 , Issue.2 , pp. 566-584
    • Cameron, A.C.1    Li, T.2    Trivedi, P.K.3    Zimmer, D.M.4
  • 7
    • 0442312147 scopus 로고    scopus 로고
    • Examination of fault, unsafe driving acts, and total harm in car-truck collisions
    • Council, F., Harkey, D., Nabors, D., Khattak, A., Mohamedshah, Y., Examination of fault, unsafe driving acts, and total harm in car-truck collisions. Transp. Res. Rec. 1830 (2003), 63–71.
    • (2003) Transp. Res. Rec. , vol.1830 , pp. 63-71
    • Council, F.1    Harkey, D.2    Nabors, D.3    Khattak, A.4    Mohamedshah, Y.5
  • 8
    • 84891786000 scopus 로고    scopus 로고
    • Statistical implications of using moving violations to determine crash responsibility in young driver crashes
    • Curry, A.E., Pfeiffer, M.R., Myers, R.K., Durbin, D.R., Elliott, M.R., Statistical implications of using moving violations to determine crash responsibility in young driver crashes. Accid. Anal. Prev. 65 (2014), 28–35.
    • (2014) Accid. Anal. Prev. , vol.65 , pp. 28-35
    • Curry, A.E.1    Pfeiffer, M.R.2    Myers, R.K.3    Durbin, D.R.4    Elliott, M.R.5
  • 9
    • 0032157564 scopus 로고    scopus 로고
    • Applying the ordered probit model to injury severity in truck-passenger car rear-end collisions
    • Duncan, C., Khattak, A., Council, F., Applying the ordered probit model to injury severity in truck-passenger car rear-end collisions. Transp. Res. Rec. 1635 (1998), 63–71.
    • (1998) Transp. Res. Rec. , vol.1635 , pp. 63-71
    • Duncan, C.1    Khattak, A.2    Council, F.3
  • 10
    • 78651268474 scopus 로고    scopus 로고
    • Modeling injury severity of multiple occupants of vehicles: copula-based multivariate approach
    • Eluru, N., Paleti, R., Pendyala, R., Bhat, C., Modeling injury severity of multiple occupants of vehicles: copula-based multivariate approach. Transp. Res. Record 2165 (2010), 1–11.
    • (2010) Transp. Res. Record , vol.2165 , pp. 1-11
    • Eluru, N.1    Paleti, R.2    Pendyala, R.3    Bhat, C.4
  • 11
    • 84936112669 scopus 로고
    • Statistical inference procedures for bivariate archimedean copulas
    • Genest, C., Rivest, L.-P., Statistical inference procedures for bivariate archimedean copulas. J. Am. Stat. Assoc. 88:423 (1993), 1034–1043.
    • (1993) J. Am. Stat. Assoc. , vol.88 , Issue.423 , pp. 1034-1043
    • Genest, C.1    Rivest, L.-P.2
  • 12
    • 85030551743 scopus 로고    scopus 로고
    • How does on-road fuel economy vary with vehicle cumulative mileage and daily use?
    • Greene, D.L., Liu, J., Khattak, A.J., Wali, B., Hopson, J.L., Goeltz, R., How does on-road fuel economy vary with vehicle cumulative mileage and daily use?. Transp. Res. Part D 55 (2017), 142–161.
    • (2017) Transp. Res. Part D , vol.55 , pp. 142-161
    • Greene, D.L.1    Liu, J.2    Khattak, A.J.3    Wali, B.4    Hopson, J.L.5    Goeltz, R.6
  • 13
    • 0004296209 scopus 로고    scopus 로고
    • Econometric Analysis Pearson Education India
    • Greene, W.H., Econometric Analysis Pearson Education India. 2003.
    • (2003)
    • Greene, W.H.1
  • 14
    • 77956651478 scopus 로고    scopus 로고
    • Examining traffic crash injury severity at unsignalized intersections
    • Haleem, K., Abdel-Aty, M., Examining traffic crash injury severity at unsignalized intersections. J. Safety Res. 41:4 (2010), 347–357.
    • (2010) J. Safety Res. , vol.41 , Issue.4 , pp. 347-357
    • Haleem, K.1    Abdel-Aty, M.2
  • 15
    • 18544389373 scopus 로고    scopus 로고
    • The crash severity impacts of fixed roadside objects
    • Holdridge, J.M., Shankar, V.N., Ulfarsson, G.F., The crash severity impacts of fixed roadside objects. J. Safety Res. 36:2 (2005), 139–147.
    • (2005) J. Safety Res. , vol.36 , Issue.2 , pp. 139-147
    • Holdridge, J.M.1    Shankar, V.N.2    Ulfarsson, G.F.3
  • 16
    • 38349014191 scopus 로고    scopus 로고
    • Severity of driver injury and vehicle damage in traffic crashes at intersections: a bayesian hierarchical analysis
    • Huang, H., Chin, H.C., Haque, M.M., Severity of driver injury and vehicle damage in traffic crashes at intersections: a bayesian hierarchical analysis. Accid. Anal. Prev. 40:1 (2008), 45–54.
    • (2008) Accid. Anal. Prev. , vol.40 , Issue.1 , pp. 45-54
    • Huang, H.1    Chin, H.C.2    Haque, M.M.3
  • 17
    • 84929159837 scopus 로고    scopus 로고
    • Older drivers’ risks of at-fault motor vehicle collisions
    • Ichikawa, M., Nakahara, S., Taniguchi, A., Older drivers’ risks of at-fault motor vehicle collisions. Accid. Anal. Prev. 81 (2015), 120–123.
    • (2015) Accid. Anal. Prev. , vol.81 , pp. 120-123
    • Ichikawa, M.1    Nakahara, S.2    Taniguchi, A.3
  • 18
    • 38349085874 scopus 로고    scopus 로고
    • What exacerbates injury and harm in Car-SUV collisions?
    • Khattak, A.J., Fan, Y., What exacerbates injury and harm in Car-SUV collisions?. J. Transp. Eng. 134:2 (2008), 93–104.
    • (2008) J. Transp. Eng. , vol.134 , Issue.2 , pp. 93-104
    • Khattak, A.J.1    Fan, Y.2
  • 19
    • 13844324396 scopus 로고    scopus 로고
    • Injury severity and total harm in truck-involved work zone crashes
    • Khattak, A., Targa, F., Injury severity and total harm in truck-involved work zone crashes. Transp. Res. Rec. 1877 (2004), 106–116.
    • (2004) Transp. Res. Rec. , vol.1877 , pp. 106-116
    • Khattak, A.1    Targa, F.2
  • 20
    • 85027562486 scopus 로고    scopus 로고
    • Analysis of volatility in driving regimes extracted from basic safety messages transmitted between connected vehicles
    • Khattak, A.J., Wali, B., Analysis of volatility in driving regimes extracted from basic safety messages transmitted between connected vehicles. Transp. Res. Part C 84 (2017), 48–73.
    • (2017) Transp. Res. Part C , vol.84 , pp. 48-73
    • Khattak, A.J.1    Wali, B.2
  • 21
    • 0036558120 scopus 로고    scopus 로고
    • Driver injury severity: an application of ordered probit models
    • Kockelman, K.M., Kweon, Y.-J., Driver injury severity: an application of ordered probit models. Accid. Anal. Prev. 34:3 (2002), 313–321.
    • (2002) Accid. Anal. Prev. , vol.34 , Issue.3 , pp. 313-321
    • Kockelman, K.M.1    Kweon, Y.-J.2
  • 22
    • 84896045582 scopus 로고    scopus 로고
    • Analysis of residence characteristics of at-fault drivers in traffic crashes
    • Lee, J., Abdel-Aty, M., Choi, K., Analysis of residence characteristics of at-fault drivers in traffic crashes. Saf. Sci. 68 (2014), 6–13.
    • (2014) Saf. Sci. , vol.68 , pp. 6-13
    • Lee, J.1    Abdel-Aty, M.2    Choi, K.3
  • 23
    • 85052556969 scopus 로고    scopus 로고
    • Role of multiagency response and on-Scene times in large-Scale traffic incidents
    • Li, X., Khattak, A.J., Wali, B., Role of multiagency response and on-Scene times in large-Scale traffic incidents. Transp. Res. Rec. 2616 (2017), 39–48.
    • (2017) Transp. Res. Rec. , vol.2616 , pp. 39-48
    • Li, X.1    Khattak, A.J.2    Wali, B.3
  • 24
    • 0004139607 scopus 로고    scopus 로고
    • Regression Models for Categorical Dependent Variables Using Stata
    • Stata press
    • Long, J.S., Freese, J., Regression Models for Categorical Dependent Variables Using Stata. 2006, Stata press.
    • (2006)
    • Long, J.S.1    Freese, J.2
  • 25
    • 71549124314 scopus 로고    scopus 로고
    • Empirical assessment of the impact of highway design exceptions on the frequency and severity of vehicle accidents
    • Malyshkina, N.V., Mannering, F.L., Empirical assessment of the impact of highway design exceptions on the frequency and severity of vehicle accidents. Accid. Anal. Prev. 42:1 (2010), 131–139.
    • (2010) Accid. Anal. Prev. , vol.42 , Issue.1 , pp. 131-139
    • Malyshkina, N.V.1    Mannering, F.L.2
  • 26
    • 84893489445 scopus 로고    scopus 로고
    • Analytic methods in accident research: methodological frontier and future directions
    • Mannering, F.L., Bhat, C.R., Analytic methods in accident research: methodological frontier and future directions. Anal. Methods Accid. Res. 1 (2014), 1–22.
    • (2014) Anal. Methods Accid. Res. , vol.1 , pp. 1-22
    • Mannering, F.L.1    Bhat, C.R.2
  • 27
    • 84964907242 scopus 로고    scopus 로고
    • Unobserved heterogeneity and the statistical analysis of highway accident data
    • Mannering, F.L., Shankar, V., Bhat, C.R., Unobserved heterogeneity and the statistical analysis of highway accident data. Anal. Methods Accid. Res. 11 (2016), 1–16.
    • (2016) Anal. Methods Accid. Res. , vol.11 , pp. 1-16
    • Mannering, F.L.1    Shankar, V.2    Bhat, C.R.3
  • 28
    • 0004066260 scopus 로고    scopus 로고
    • Finite Mixture Models
    • John Wiley & Sons
    • McLachlan, G., Peel, D., Finite Mixture Models. 2004, John Wiley & Sons.
    • (2004)
    • McLachlan, G.1    Peel, D.2
  • 29
    • 3042838541 scopus 로고    scopus 로고
    • Traffic Safety Facts 2014: A Compilation of Motor Vehicle Crash Data from the Fatality Analysis Reporting System and the General Estimates System
    • NHTSA, Traffic Safety Facts 2014: A Compilation of Motor Vehicle Crash Data from the Fatality Analysis Reporting System and the General Estimates System., 2014 http://www-nrd.nhtsa.dot.gov/Pubs/812261.pdf.
    • (2014)
    • NHTSA1
  • 31
    • 0036882151 scopus 로고    scopus 로고
    • An analysis of motorcycle injury and vehicle damage severity using ordered probit models
    • Quddus, M.A., Noland, R.B., Chin, H.C., An analysis of motorcycle injury and vehicle damage severity using ordered probit models. J. Saf. Res. 33:4 (2002), 445–462.
    • (2002) J. Saf. Res. , vol.33 , Issue.4 , pp. 445-462
    • Quddus, M.A.1    Noland, R.B.2    Chin, H.C.3
  • 32
    • 78651310818 scopus 로고    scopus 로고
    • Copula-based method for addressing endogeneity in models of severity of traffic crash injuries: application to two-vehicle crashes
    • Rana, T., Sikder, S., Pinjari, A., Copula-based method for addressing endogeneity in models of severity of traffic crash injuries: application to two-vehicle crashes. Transp. Res. Rec. 2147 (2010), 75–87.
    • (2010) Transp. Res. Rec. , vol.2147 , pp. 75-87
    • Rana, T.1    Sikder, S.2    Pinjari, A.3
  • 33
    • 84898939321 scopus 로고    scopus 로고
    • Comparison of factors affecting injury severity in angle collisions by fault status using a random parameters bivariate ordered probit model
    • Russo, B.J., Savolainen, P.T., Schneider, W.H., Anastasopoulos, P.C., Comparison of factors affecting injury severity in angle collisions by fault status using a random parameters bivariate ordered probit model. Anal. Methods Accid. Res. 2 (2014), 21–29.
    • (2014) Anal. Methods Accid. Res. , vol.2 , pp. 21-29
    • Russo, B.J.1    Savolainen, P.T.2    Schneider, W.H.3    Anastasopoulos, P.C.4
  • 34
    • 34548498105 scopus 로고    scopus 로고
    • Probabilistic models of motorcyclists’ injury severities in single-and multi-vehicle crashes
    • Savolainen, P., Mannering, F., Probabilistic models of motorcyclists’ injury severities in single-and multi-vehicle crashes. Accid. Anal. Prev. 39:5 (2007), 955–963.
    • (2007) Accid. Anal. Prev. , vol.39 , Issue.5 , pp. 955-963
    • Savolainen, P.1    Mannering, F.2
  • 35
    • 79958186110 scopus 로고    scopus 로고
    • The statistical analysis of highway crash-injury severities: a review and assessment of methodological alternatives
    • Savolainen, P.T., Mannering, F.L., Lord, D., Quddus, M.A., The statistical analysis of highway crash-injury severities: a review and assessment of methodological alternatives. Accid. Anal. Prev. 43:5 (2011), 1666–1676.
    • (2011) Accid. Anal. Prev. , vol.43 , Issue.5 , pp. 1666-1676
    • Savolainen, P.T.1    Mannering, F.L.2    Lord, D.3    Quddus, M.A.4
  • 36
    • 79551703879 scopus 로고    scopus 로고
    • A copula-based sample selection model of telecommuting choice and frequency
    • Sener, I.N., Bhat, C.R., A copula-based sample selection model of telecommuting choice and frequency. Environ. Plann. A 43:1 (2011), 126–145.
    • (2011) Environ. Plann. A , vol.43 , Issue.1 , pp. 126-145
    • Sener, I.N.1    Bhat, C.R.2
  • 37
    • 0000644480 scopus 로고
    • Random variables, joint distribution functions, and copulas
    • Sklar, A., Random variables, joint distribution functions, and copulas. Kybernetika 9:6 (1973), 449–460.
    • (1973) Kybernetika , vol.9 , Issue.6 , pp. 449-460
    • Sklar, A.1
  • 38
    • 32644447015 scopus 로고    scopus 로고
    • Evaluation of safety benefits and potential crash migration due to shoulder rumble strip installation on Connecticut freeways
    • Smith, E., Ivan, J., Evaluation of safety benefits and potential crash migration due to shoulder rumble strip installation on Connecticut freeways. Transp. Res. Rec. 1908 (2005), 104–113.
    • (2005) Transp. Res. Rec. , vol.1908 , pp. 104-113
    • Smith, E.1    Ivan, J.2
  • 39
    • 84938630864 scopus 로고    scopus 로고
    • Exploring bias in traffic data aggregation resulting from transition of traffic states
    • Son, S., Cetin, M., Khattak, A., Exploring bias in traffic data aggregation resulting from transition of traffic states. Transp. Res. Rec. 2443 (2014), 78–87.
    • (2014) Transp. Res. Rec. , vol.2443 , pp. 78-87
    • Son, S.1    Cetin, M.2    Khattak, A.3
  • 40
    • 67449168137 scopus 로고    scopus 로고
    • A copula-based joint multinomial discrete-continuous model of vehicle type choice and miles of travel
    • Spissu, E., Pinjari, A.R., Pendyala, R.M., Bhat, C.R., A copula-based joint multinomial discrete-continuous model of vehicle type choice and miles of travel. Transportation 36:4 (2009), 403–422.
    • (2009) Transportation , vol.36 , Issue.4 , pp. 403-422
    • Spissu, E.1    Pinjari, A.R.2    Pendyala, R.M.3    Bhat, C.R.4
  • 41
    • 79953116715 scopus 로고    scopus 로고
    • Identifying Behaviors and Situations Associated with Increased Crash Risk for Older Drivers
    • Stutts, J., Martell, C., Staplin, L., Identifying Behaviors and Situations Associated with Increased Crash Risk for Older Drivers. 2009.
    • (2009)
    • Stutts, J.1    Martell, C.2    Staplin, L.3
  • 42
    • 0003747605 scopus 로고
    • Statistical Analysis of Finite Mixture Distributions
    • Wiley
    • Titterington, D.M., Smith, A.F., Makov, U.E., Statistical Analysis of Finite Mixture Distributions. 1985, Wiley.
    • (1985)
    • Titterington, D.M.1    Smith, A.F.2    Makov, U.E.3
  • 43
    • 84875014409 scopus 로고    scopus 로고
    • Federal Highway Administration University Course on Bicycle and Pedestrian Transportation
    • Travel, E.N., Federal Highway Administration University Course on Bicycle and Pedestrian Transportation. 2006.
    • (2006)
    • Travel, E.N.1
  • 44
    • 75649098917 scopus 로고    scopus 로고
    • Copula Modeling: an Introduction for Practitioners
    • Now Publishers Inc.
    • Trivedi, P.K., Zimmer, D.M., Copula Modeling: an Introduction for Practitioners. 2007, Now Publishers Inc.
    • (2007)
    • Trivedi, P.K.1    Zimmer, D.M.2
  • 45
    • 0037237247 scopus 로고    scopus 로고
    • Testing the normality assumption in the sample selection model with an application to travel demand
    • Van der Klaauw, B., Koning, R.H., Testing the normality assumption in the sample selection model with an application to travel demand. J. Bus. Econ. Stat. 21:1 (2003), 31–42.
    • (2003) J. Bus. Econ. Stat. , vol.21 , Issue.1 , pp. 31-42
    • Van der Klaauw, B.1    Koning, R.H.2
  • 47
    • 85019976240 scopus 로고    scopus 로고
    • 2017. Effectiveness of enforcement levels of speed limit and drink driving laws and associated factors?exploratory empirical analysis using a bivariate ordered probit model
    • English Edition
    • Wali, B., Ahmed, A., Iqbal, S., Hussain, A., 2017. Effectiveness of enforcement levels of speed limit and drink driving laws and associated factors?exploratory empirical analysis using a bivariate ordered probit model. J. Traffic Transp. Eng., 2017 English Edition.
    • (2017) J. Traffic Transp. Eng.
    • Wali, B.1    Ahmed, A.2    Iqbal, S.3    Hussain, A.4
  • 48
    • 84975824366 scopus 로고    scopus 로고
    • Copula-Based joint model of injury severity and vehicle damage in two-vehicle crashes
    • Wang, K., Yasmin, S., Konduri, K.C., Eluru, N., Ivan, J.N., Copula-Based joint model of injury severity and vehicle damage in two-vehicle crashes. Transp. Res. Rec. 2514 (2015), 158–166.
    • (2015) Transp. Res. Rec. , vol.2514 , pp. 158-166
    • Wang, K.1    Yasmin, S.2    Konduri, K.C.3    Eluru, N.4    Ivan, J.N.5
  • 49
    • 85069304767 scopus 로고    scopus 로고
    • Statistical and Econometric Methods for Transportation Data Analysis
    • CRC press
    • Washington, S.P., Karlaftis, M.G., Mannering, F., Statistical and Econometric Methods for Transportation Data Analysis. 2010, CRC press.
    • (2010)
    • Washington, S.P.1    Karlaftis, M.G.2    Mannering, F.3
  • 50
    • 0003569851 scopus 로고    scopus 로고
    • Econometric Analysis of Cross Section and Panel Data
    • MIT press
    • Wooldridge, J.M., Econometric Analysis of Cross Section and Panel Data. 2010, MIT press.
    • (2010)
    • Wooldridge, J.M.1
  • 51
    • 2942511428 scopus 로고    scopus 로고
    • Bivariate ordered-response probit model of driver's and passenger's injury severities in collisions with fixed objects
    • Yamamoto, T., Shankar, V.N., Bivariate ordered-response probit model of driver's and passenger's injury severities in collisions with fixed objects. Accid. Anal. Prev. 36:5 (2004), 869–876.
    • (2004) Accid. Anal. Prev. , vol.36 , Issue.5 , pp. 869-876
    • Yamamoto, T.1    Shankar, V.N.2
  • 52
    • 84894140285 scopus 로고    scopus 로고
    • Examining driver injury severity in two vehicle crashes—a copula based approach
    • Yasmin, S., Eluru, N., Pinjari, A.R., Tay, R., Examining driver injury severity in two vehicle crashes—a copula based approach. Accid. Anal. Prev. 66 (2014), 120–135.
    • (2014) Accid. Anal. Prev. , vol.66 , pp. 120-135
    • Yasmin, S.1    Eluru, N.2    Pinjari, A.R.3    Tay, R.4
  • 53
    • 0037401013 scopus 로고    scopus 로고
    • Factors influencing injury severity of motor vehicle-crossing pedestrian crashes in rural connecticut
    • Zajac, S.S., Ivan, J.N., Factors influencing injury severity of motor vehicle-crossing pedestrian crashes in rural connecticut. Accid. Anal. Prev. 35:3 (2003), 369–379.
    • (2003) Accid. Anal. Prev. , vol.35 , Issue.3 , pp. 369-379
    • Zajac, S.S.1    Ivan, J.N.2
  • 54
    • 32644432301 scopus 로고    scopus 로고
    • Effects of geometric characteristics on head-on crash incidence on two-lane roads in connecticut
    • Zhang, C., Ivan, J., Effects of geometric characteristics on head-on crash incidence on two-lane roads in connecticut. Transp. Res. Rec. 1908 (2005), 159–164.
    • (2005) Transp. Res. Rec. , vol.1908 , pp. 159-164
    • Zhang, C.1    Ivan, J.2
  • 55
    • 84907908103 scopus 로고    scopus 로고
    • Analyzing fault and severity in pedestrian-motor vehicle accidents in China
    • Zhang, G., Yau, K.K., Zhang, X., Analyzing fault and severity in pedestrian-motor vehicle accidents in China. Accid. Anal. Prev. 73 (2014), 141–150.
    • (2014) Accid. Anal. Prev. , vol.73 , pp. 141-150
    • Zhang, G.1    Yau, K.K.2    Zhang, X.3


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