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Volumn 112, Issue , 2018, Pages 30-38

Application of Fractal theory for crash rate prediction: Insights from random parameters and latent class tobit models

Author keywords

Congestion; Crash rate; Hurst exponent; Latent class model; Random parameters; Tobit regression

Indexed keywords

ACCIDENTS; TRANSPORTATION;

EID: 85039991003     PISSN: 00014575     EISSN: None     Source Type: Journal    
DOI: 10.1016/j.aap.2017.12.023     Document Type: Article
Times cited : (23)

References (68)
  • 1
    • 0034277116 scopus 로고    scopus 로고
    • Modeling traffic accident occurrence and involvement
    • Abdel-Aty, M.A., Radwan, A.E., Modeling traffic accident occurrence and involvement. Accid. Anal. Prev. 32:5 (2000), 633–642, 10.1016/S0001-4575(99)00094-9.
    • (2000) Accid. Anal. Prev. , vol.32 , Issue.5 , pp. 633-642
    • Abdel-Aty, M.A.1    Radwan, A.E.2
  • 2
    • 84878469952 scopus 로고    scopus 로고
    • Assessment of interaction of crash occurrence, mountainous freeway geometry, real-time weather, and traffic data
    • Ahmed, M., Abdel-Aty, M., Yu, R., Assessment of interaction of crash occurrence, mountainous freeway geometry, real-time weather, and traffic data. Transp. Res. Rec. J. Transp. Res. Board 2280 (2012), 51–59, 10.3141/2280-06.
    • (2012) Transp. Res. Rec. J. Transp. Res. Board , vol.2280 , pp. 51-59
    • Ahmed, M.1    Abdel-Aty, M.2    Yu, R.3
  • 3
    • 0347504982 scopus 로고    scopus 로고
    • Speed, speed limits and road traffic accidents under free flow conditions
    • Aljanahi, A.A.M., Rhodes, A.H., Metcalfe, A.V., Speed, speed limits and road traffic accidents under free flow conditions. Accid. Anal. Prev. 31:1 (1999), 161–168, 10.1016/S0001-4575(98)00058-X.
    • (1999) Accid. Anal. Prev. , vol.31 , Issue.1 , pp. 161-168
    • Aljanahi, A.A.M.1    Rhodes, A.H.2    Metcalfe, A.V.3
  • 4
    • 84975449693 scopus 로고    scopus 로고
    • Random parameters multivariate tobit and zero-inflated count data models: addressing unobserved and zero-state heterogeneity in accident injury-severity rate and frequency analysis
    • Anastasopoulos, P.C., Random parameters multivariate tobit and zero-inflated count data models: addressing unobserved and zero-state heterogeneity in accident injury-severity rate and frequency analysis. Anal. Methods Accid. Res. 11 (2016), 17–32, 10.1016/j.amar.2016.06.001.
    • (2016) Anal. Methods Accid. Res. , vol.11 , pp. 17-32
    • Anastasopoulos, P.C.1
  • 5
    • 57849139673 scopus 로고    scopus 로고
    • A note on modeling vehicle accident frequencies with random-parameters count models
    • Anastasopoulos, P.C., Mannering, F.L., A note on modeling vehicle accident frequencies with random-parameters count models. Accid. Anal. Prev. 41:1 (2009), 153–159, 10.1016/j.aap.2008.10.005.
    • (2009) Accid. Anal. Prev. , vol.41 , Issue.1 , pp. 153-159
    • Anastasopoulos, P.C.1    Mannering, F.L.2
  • 6
    • 40149107148 scopus 로고    scopus 로고
    • Tobit analysis of vehicle accident rates on interstate highways
    • Anastasopoulos, P.C., Tarko, A.P., Mannering, F.L., Tobit analysis of vehicle accident rates on interstate highways. Accid. Anal. Prev. 40:2 (2008), 768–775, 10.1016/j.aap.2007.09.006.
    • (2008) Accid. Anal. Prev. , vol.40 , Issue.2 , pp. 768-775
    • Anastasopoulos, P.C.1    Tarko, A.P.2    Mannering, F.L.3
  • 7
    • 84856104751 scopus 로고    scopus 로고
    • A study of factors affecting highway accident rates using the random-parameters tobit model
    • Anastasopoulos, P.C., Mannering, F.L., Shankar, V.N., Haddock, J.E., A study of factors affecting highway accident rates using the random-parameters tobit model. Accid. Anal. Prev. 45 (2012), 628–633, 10.1016/j.aap.2011.09.015.
    • (2012) Accid. Anal. Prev. , vol.45 , pp. 628-633
    • Anastasopoulos, P.C.1    Mannering, F.L.2    Shankar, V.N.3    Haddock, J.E.4
  • 8
    • 84455178847 scopus 로고    scopus 로고
    • A multivariate tobit analysis of highway accident-injury-severity rates
    • Anastasopoulos, P.C., Shankar, V.N., Haddock, J.E., Mannering, F.L., A multivariate tobit analysis of highway accident-injury-severity rates. Accid. Anal. Prev. 45 (2012), 110–119, 10.1016/j.aap.2011.11.006.
    • (2012) Accid. Anal. Prev. , vol.45 , pp. 110-119
    • Anastasopoulos, P.C.1    Shankar, V.N.2    Haddock, J.E.3    Mannering, F.L.4
  • 9
    • 84867625331 scopus 로고    scopus 로고
    • Assessing safety critical braking events in naturalistic driving studies
    • Bagdadi, O., Assessing safety critical braking events in naturalistic driving studies. Transp. Res. Part F Traffic Psychol. Behav. 16 (2013), 117–126, 10.1016/j.trf.2012.08.006.
    • (2013) Transp. Res. Part F Traffic Psychol. Behav. , vol.16 , pp. 117-126
    • Bagdadi, O.1
  • 10
    • 85019206304 scopus 로고    scopus 로고
    • The effect of passengers on driver-injury severities in single-vehicle crashes: a random parameters heterogeneity-in-means approach
    • Behnood, A., Mannering, F., The effect of passengers on driver-injury severities in single-vehicle crashes: a random parameters heterogeneity-in-means approach. Anal. Methods Accid. Res. 14 (2017), 41–53, 10.1016/j.amar.2017.04.001.
    • (2017) Anal. Methods Accid. Res. , vol.14 , pp. 41-53
    • Behnood, A.1    Mannering, F.2
  • 11
    • 85027543181 scopus 로고    scopus 로고
    • Determinants of bicyclist injury severities in bicycle-vehicle crashes: a random parameters approach with heterogeneity in means and variances
    • Behnood, A., Mannering, F., Determinants of bicyclist injury severities in bicycle-vehicle crashes: a random parameters approach with heterogeneity in means and variances. Anal. Methods Accid. Res. 16:Suppl. C (2017), 35–47, 10.1016/j.amar.2017.08.001.
    • (2017) Anal. Methods Accid. Res. , vol.16 , pp. 35-47
    • Behnood, A.1    Mannering, F.2
  • 12
    • 0035425438 scopus 로고    scopus 로고
    • Quasi-random maximum simulated likelihood estimation of the mixed multinomial logit model
    • Bhat, C.R., Quasi-random maximum simulated likelihood estimation of the mixed multinomial logit model. Transp. Res. Part B Methodol. 35:7 (2001), 677–693, 10.1016/S0191-2615(00)00014-X.
    • (2001) Transp. Res. Part B Methodol. , vol.35 , Issue.7 , pp. 677-693
    • Bhat, C.R.1
  • 13
    • 84893463533 scopus 로고    scopus 로고
    • A count data model with endogenous covariates: formulation and application to roadway crash frequency at intersections
    • Bhat, C.R., Born, K., Sidharthan, R., Bhat, P.C., A count data model with endogenous covariates: formulation and application to roadway crash frequency at intersections. Anal. Methods Accid. Res. 1 (2014), 53–71, 10.1016/j.amar.2013.10.001.
    • (2014) Anal. Methods Accid. Res. , vol.1 , pp. 53-71
    • Bhat, C.R.1    Born, K.2    Sidharthan, R.3    Bhat, P.C.4
  • 15
    • 0345767175 scopus 로고    scopus 로고
    • Fractal dimensions for rainfall time series
    • Breslin, M.C., Belward, J.A., Fractal dimensions for rainfall time series. Math. Comput. Simul. 48:4–6 (1999), 437–446, 10.1016/S0378-4754(99)00023-3.
    • (1999) Math. Comput. Simul. , vol.48 , Issue.4-6 , pp. 437-446
    • Breslin, M.C.1    Belward, J.A.2
  • 16
    • 84976298045 scopus 로고    scopus 로고
    • Modeling unobserved heterogeneity using finite mixture random parameters for spatially correlated discrete count data
    • Buddhavarapu, P., Scott, J.G., Prozzi, J.A., Modeling unobserved heterogeneity using finite mixture random parameters for spatially correlated discrete count data. Transp. Res. Part B Methodol. 91 (2016), 492–510, 10.1016/j.trb.2016.06.005.
    • (2016) Transp. Res. Part B Methodol. , vol.91 , pp. 492-510
    • Buddhavarapu, P.1    Scott, J.G.2    Prozzi, J.A.3
  • 17
    • 84976508825 scopus 로고    scopus 로고
    • Evaluation of fluctuating speed and lateral movement of vehicles: comparison between mixed traffic and homogeneous traffic
    • Chand, S., Dixit, V., Waller, S.T., Evaluation of fluctuating speed and lateral movement of vehicles: comparison between mixed traffic and homogeneous traffic. Transp. Res. Rec. J. Transp. Res. Board 2581 (2016), 104–112, 10.3141/2581-13.
    • (2016) Transp. Res. Rec. J. Transp. Res. Board , vol.2581 , pp. 104-112
    • Chand, S.1    Dixit, V.2    Waller, S.T.3
  • 18
    • 85040007698 scopus 로고    scopus 로고
    • Long-range dependence of traffic flow and speed of a motorway
    • Chand, S., Aouad, G., Dixit, V.V., Long-range dependence of traffic flow and speed of a motorway. Transp. Res. Rec. J. Transp. Res. Board 2616 (2017), 49–57, 10.3141/2616-06.
    • (2017) Transp. Res. Rec. J. Transp. Res. Board , vol.2616 , pp. 49-57
    • Chand, S.1    Aouad, G.2    Dixit, V.V.3
  • 19
    • 80053327324 scopus 로고    scopus 로고
    • The Relationship between Congestion Levels and Accidents (Research Report No. MD-03-SP 208B46)
    • University of Maryland College Park
    • Chang, G.-L., Xiang, H., The Relationship between Congestion Levels and Accidents (Research Report No. MD-03-SP 208B46)., 2003, University of Maryland, College Park.
    • (2003)
    • Chang, G.-L.1    Xiang, H.2
  • 20
    • 84907847985 scopus 로고    scopus 로고
    • Refined-scale panel data crash rate analysis using random-effects tobit model
    • Chen, F., Ma, X., Chen, S., Refined-scale panel data crash rate analysis using random-effects tobit model. Accid. Anal. Prev. 73 (2014), 323–332, 10.1016/j.aap.2014.09.025.
    • (2014) Accid. Anal. Prev. , vol.73 , pp. 323-332
    • Chen, F.1    Ma, X.2    Chen, S.3
  • 21
    • 85040008060 scopus 로고    scopus 로고
    • Cooperative Phenomena Group, n.d. Coopphenbooklet: projects and methods: self-affine fractals [WWW Document]. URL (accessed 10.25.15).
    • Cooperative Phenomena Group, n.d. Coopphenbooklet: projects and methods: self-affine fractals [WWW Document]. URL http://laplace.ucv.cl/Patterns/coopphen_book97/boxes/selfAffineFractals.html (accessed 10.25.15).
  • 22
    • 84869867512 scopus 로고    scopus 로고
    • Analysis of traffic accidents on rural highways using latent class clustering and Bayesian networks
    • de Oña, J., López, G., Mujalli, R., Calvo, F.J., Analysis of traffic accidents on rural highways using latent class clustering and Bayesian networks. Accid. Anal. Prev. 51 (2013), 1–10, 10.1016/j.aap.2012.10.016.
    • (2013) Accid. Anal. Prev. , vol.51 , pp. 1-10
    • de Oña, J.1    López, G.2    Mujalli, R.3    Calvo, F.J.4
  • 23
    • 84857010071 scopus 로고    scopus 로고
    • A latent class modeling approach for identifying vehicle driver injury severity factors at highway-railway crossings
    • Eluru, N., Bagheri, M., Miranda-Moreno, L.F., Fu, L., A latent class modeling approach for identifying vehicle driver injury severity factors at highway-railway crossings. Accid. Anal. Prev. 47 (2012), 119–127, 10.1016/j.aap.2012.01.027.
    • (2012) Accid. Anal. Prev. , vol.47 , pp. 119-127
    • Eluru, N.1    Bagheri, M.2    Miranda-Moreno, L.F.3    Fu, L.4
  • 24
    • 34250760229 scopus 로고    scopus 로고
    • On the generalized poisson regression model with an application to accident data
    • Famoye, F., Wulu, J., Singh, K., On the generalized poisson regression model with an application to accident data. J. Data Sci. 2 (2004), 287–295.
    • (2004) J. Data Sci. , vol.2 , pp. 287-295
    • Famoye, F.1    Wulu, J.2    Singh, K.3
  • 25
    • 0035686190 scopus 로고    scopus 로고
    • Incorporating crash risk in selecting congestion-mitigation strategies: hampton roads area (Virginia) case study
    • Garber, N., Subramanyan, S., Incorporating crash risk in selecting congestion-mitigation strategies: hampton roads area (Virginia) case study. Transp. Res. Rec. J. Transp. Res. Board 1746 (2001), 1–5, 10.3141/1746-01.
    • (2001) Transp. Res. Rec. J. Transp. Res. Board , vol.1746 , pp. 1-5
    • Garber, N.1    Subramanyan, S.2
  • 26
    • 1842585216 scopus 로고    scopus 로고
    • Surrogate safety measures from traffic simulation models
    • Gettman, D., Head, L., Surrogate safety measures from traffic simulation models. Transp. Res. Rec. J. Transp. Res. Board 1840 (2003), 104–115, 10.3141/1840-12.
    • (2003) Transp. Res. Rec. J. Transp. Res. Board , vol.1840 , pp. 104-115
    • Gettman, D.1    Head, L.2
  • 27
    • 0038646142 scopus 로고    scopus 로고
    • A latent class model for discrete choice analysis: contrasts with mixed logit
    • Greene, W.H., Hensher, D.A., A latent class model for discrete choice analysis: contrasts with mixed logit. Transp. Res. Part B Methodol. 37:8 (2003), 681–698, 10.1016/S0191-2615(02)00046-2.
    • (2003) Transp. Res. Part B Methodol. , vol.37 , Issue.8 , pp. 681-698
    • Greene, W.H.1    Hensher, D.A.2
  • 28
    • 0012530130 scopus 로고
    • Relationship between v/c Ratios and Accident Rates (No. FHWA-HPR-NM-88-02)
    • New Mexico State Highway and Transportation Department New Mexico, USA
    • Hall, J.W., Pendleton, O.J., Relationship between v/c Ratios and Accident Rates (No. FHWA-HPR-NM-88-02). 1989, New Mexico State Highway and Transportation Department, New Mexico, USA.
    • (1989)
    • Hall, J.W.1    Pendleton, O.J.2
  • 29
    • 0002020770 scopus 로고
    • On the efficiency of certain quasi-random sequences of points in evaluating multi-dimensional integrals
    • Halton, J.H., On the efficiency of certain quasi-random sequences of points in evaluating multi-dimensional integrals. Numerische Mathematik 2:1 (1960), 84–90, 10.1007/BF01386213.
    • (1960) Numerische Mathematik , vol.2 , Issue.1 , pp. 84-90
    • Halton, J.H.1
  • 30
    • 0030283787 scopus 로고    scopus 로고
    • Identification of sites with promise
    • Hauer, E., Identification of sites with promise. Transp. Res. Rec. J. Transp. Res. Board 1542 (1996), 54–60, 10.3141/1542-09.
    • (1996) Transp. Res. Rec. J. Transp. Res. Board , vol.1542 , pp. 54-60
    • Hauer, E.1
  • 31
    • 0000759022 scopus 로고
    • Long-term storage capacity of reservoirs
    • Hurst, H.E., Long-term storage capacity of reservoirs. Trans. Am. Soc. Civ. Eng. 116:1 (1951), 770–799.
    • (1951) Trans. Am. Soc. Civ. Eng. , vol.116 , Issue.1 , pp. 770-799
    • Hurst, H.E.1
  • 32
    • 84870290936 scopus 로고    scopus 로고
    • Driver-injury severity in single-vehicle crashes in California: a mixed logit analysis of heterogeneity due to age and gender
    • Kim, J.-K., Ulfarsson, G.F., Kim, S., Shankar, V.N., Driver-injury severity in single-vehicle crashes in California: a mixed logit analysis of heterogeneity due to age and gender. Accid. Anal. Prev. 50 (2013), 1073–1081, 10.1016/j.aap.2012.08.011.
    • (2013) Accid. Anal. Prev. , vol.50 , pp. 1073-1081
    • Kim, J.-K.1    Ulfarsson, G.F.2    Kim, S.3    Shankar, V.N.4
  • 33
    • 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, 10.1016/S0001-4575(01)00028-8.
    • (2002) Accid. Anal. Prev. , vol.34 , Issue.3 , pp. 313-321
    • Kockelman, K.M.1    Kweon, Y.-J.2
  • 34
    • 31044440520 scopus 로고    scopus 로고
    • Quantifying effects of ramp metering on freeway safety
    • Lee, C., Hellinga, B., Ozbay, K., Quantifying effects of ramp metering on freeway safety. Accid. Anal. Prev. 38:2 (2006), 279–288, 10.1016/j.aap.2005.09.011.
    • (2006) Accid. Anal. Prev. , vol.38 , Issue.2 , pp. 279-288
    • Lee, C.1    Hellinga, B.2    Ozbay, K.3
  • 35
    • 33646399134 scopus 로고    scopus 로고
    • Latent Class Models, in: Handbook of Quantitative Methodology for the Social Sciences
    • SAGE Newbury Park, CA, USA
    • Magidson, J., Vermunt, J., Latent Class Models, in: Handbook of Quantitative Methodology for the Social Sciences. 2004, SAGE, Newbury Park, CA, USA, 175–198.
    • (2004) , pp. 175-198
    • Magidson, J.1    Vermunt, J.2
  • 36
    • 67349162432 scopus 로고    scopus 로고
    • Markov switching multinomial logit model: an application to accident-injury severities
    • Malyshkina, N.V., Mannering, F.L., Markov switching multinomial logit model: an application to accident-injury severities. Accid. Anal. Prev. 41:4 (2009), 829–838, 10.1016/j.aap.2009.04.006.
    • (2009) Accid. Anal. Prev. , vol.41 , Issue.4 , pp. 829-838
    • Malyshkina, N.V.1    Mannering, F.L.2
  • 37
    • 71549117050 scopus 로고    scopus 로고
    • Zero-state Markov switching count-data models: an empirical assessment
    • Malyshkina, N.V., Mannering, F.L., Zero-state Markov switching count-data models: an empirical assessment. Accid. Anal. Prev. 42:1 (2010), 122–130, 10.1016/j.aap.2009.07.012.
    • (2010) Accid. Anal. Prev. , vol.42 , Issue.1 , pp. 122-130
    • Malyshkina, N.V.1    Mannering, F.L.2
  • 38
    • 60449098299 scopus 로고    scopus 로고
    • Markov switching negative binomial models: an application to vehicle accident frequencies
    • Malyshkina, N.V., Mannering, F.L., Tarko, A.P., Markov switching negative binomial models: an application to vehicle accident frequencies. Accid. Anal. Prev. 41:2 (2009), 217–226, 10.1016/j.aap.2008.11.001.
    • (2009) Accid. Anal. Prev. , vol.41 , Issue.2 , pp. 217-226
    • Malyshkina, N.V.1    Mannering, F.L.2    Tarko, A.P.3
  • 39
    • 5444244687 scopus 로고
    • How long is the coast of Britain? Statistical self-similarity and fractional dimension
    • Mandelbrot, B., How long is the coast of Britain? Statistical self-similarity and fractional dimension. Science 156:3775 (1967), 636–638, 10.1126/science.156.3775.636.
    • (1967) Science , vol.156 , Issue.3775 , pp. 636-638
    • Mandelbrot, B.1
  • 40
    • 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, 10.1016/j.amar.2016.04.001.
    • (2016) Anal. Methods Accid. Res. , vol.11 , pp. 1-16
    • Mannering, F.L.1    Shankar, V.2    Bhat, C.R.3
  • 41
    • 38149090972 scopus 로고    scopus 로고
    • Highway accident severities and the mixed logit model: an exploratory empirical analysis
    • Milton, J.C., Shankar, V.N., Mannering, F.L., Highway accident severities and the mixed logit model: an exploratory empirical analysis. Accid. Anal. Prev. 40:1 (2008), 260–266, 10.1016/j.aap.2007.06.006.
    • (2008) Accid. Anal. Prev. , vol.40 , Issue.1 , pp. 260-266
    • Milton, J.C.1    Shankar, V.N.2    Mannering, F.L.3
  • 42
    • 79952455706 scopus 로고    scopus 로고
    • Mixed logit analysis of bicyclist injury severity resulting from motor vehicle crashes at intersection and non-intersection locations
    • Moore, D.N., Schneider, W.H., Savolainen, P.T., Farzaneh, M., Mixed logit analysis of bicyclist injury severity resulting from motor vehicle crashes at intersection and non-intersection locations. Accid. Anal. Prev. 43:3 (2011), 621–630, 10.1016/j.aap.2010.09.015.
    • (2011) Accid. Anal. Prev. , vol.43 , Issue.3 , pp. 621-630
    • Moore, D.N.1    Schneider, W.H.2    Savolainen, P.T.3    Farzaneh, M.4
  • 43
    • 9344239004 scopus 로고    scopus 로고
    • Group-Based Modeling of Development
    • Harvard University Press MA, USA
    • Nagin, D.S., Group-Based Modeling of Development. 2005, Harvard University Press, MA, USA.
    • (2005)
    • Nagin, D.S.1
  • 44
    • 36849091981 scopus 로고    scopus 로고
    • Deciding on the number of classes in latent class analysis and growth mixture modeling: a Monte Carlo simulation study
    • Nylund, K.L., Asparouhov, T., Muthén, B.O., Deciding on the number of classes in latent class analysis and growth mixture modeling: a Monte Carlo simulation study. Struct. Equ. Model. Multidiscip. J. 14:4 (2007), 535–569, 10.1080/10705510701575396.
    • (2007) Struct. Equ. Model. Multidiscip. J. , vol.14 , Issue.4 , pp. 535-569
    • Nylund, K.L.1    Asparouhov, T.2    Muthén, B.O.3
  • 45
    • 0030281607 scopus 로고    scopus 로고
    • Predicting the severity of motor vehicle accident injuries using models of ordered multiple choice
    • O'Donnell, C.J., Connor, D.H., Predicting the severity of motor vehicle accident injuries using models of ordered multiple choice. Accid. Anal. Prev. 28:6 (1996), 739–753, 10.1016/S0001-4575(96)00050-4.
    • (1996) Accid. Anal. Prev. , vol.28 , Issue.6 , pp. 739-753
    • O'Donnell, C.J.1    Connor, D.H.2
  • 46
    • 78049388654 scopus 로고    scopus 로고
    • Estimation of rear-end crash potential using vehicle trajectory data
    • Oh, C., Kim, T., Estimation of rear-end crash potential using vehicle trajectory data. Accid. Anal. Prev. 42:6 (2010), 1888–1893, 10.1016/j.aap.2010.05.009.
    • (2010) Accid. Anal. Prev. , vol.42 , Issue.6 , pp. 1888-1893
    • Oh, C.1    Kim, T.2
  • 47
    • 85013321928 scopus 로고    scopus 로고
    • A preliminary investigation of the relationships between historical crash and naturalistic driving
    • Pande, A., Chand, S., Saxena, N., Dixit, V., Loy, J., Wolshon, B., Kent, J.D., A preliminary investigation of the relationships between historical crash and naturalistic driving. Accid. Anal. Prev. 101 (2017), 107–116, 10.1016/j.aap.2017.01.023.
    • (2017) Accid. Anal. Prev. , vol.101 , pp. 107-116
    • Pande, A.1    Chand, S.2    Saxena, N.3    Dixit, V.4    Loy, J.5    Wolshon, B.6    Kent, J.D.7
  • 48
    • 85013339858 scopus 로고    scopus 로고
    • Analysis of severe injury accident rates on interstate highways using a random parameter tobit model
    • Park, M., Lee, D., Analysis of severe injury accident rates on interstate highways using a random parameter tobit model. Math. Prob. Eng., 2017, 2017, e7273630, 10.1155/2017/7273630.
    • (2017) Math. Prob. Eng. , vol.2017 , pp. e7273630
    • Park, M.1    Lee, D.2
  • 49
    • 67349194666 scopus 로고    scopus 로고
    • Application of finite mixture models for vehicle crash data analysis
    • Park, B.-J., Lord, D., Application of finite mixture models for vehicle crash data analysis. Accid. Anal. Prev. 41:4 (2009), 683–691, 10.1016/j.aap.2009.03.007.
    • (2009) Accid. Anal. Prev. , vol.41 , Issue.4 , pp. 683-691
    • Park, B.-J.1    Lord, D.2
  • 50
    • 33847206435 scopus 로고    scopus 로고
    • Freeway accident likelihood prediction using a panel data analysis approach
    • Qi, Y. (Grace), Smith, B.L., Guo, J., Freeway accident likelihood prediction using a panel data analysis approach. J. Transp. Eng. 133:3 (2007), 149–156, 10.1061/(ASCE)0733-947X(2007)133:3(149).
    • (2007) J. Transp. Eng. , vol.133 , Issue.3 , pp. 149-156
    • Qi, Y.G.1    Smith, B.L.2    Guo, J.3
  • 51
    • 77955597039 scopus 로고    scopus 로고
    • Road traffic congestion and crash severity: econometric analysis using ordered response models
    • Quddus, M.A., Wang, C., Ison, S.G., Road traffic congestion and crash severity: econometric analysis using ordered response models. J. Transp. Eng. 136:5 (2009), 424–435.
    • (2009) J. Transp. Eng. , vol.136 , Issue.5 , pp. 424-435
    • Quddus, M.A.1    Wang, C.2    Ison, S.G.3
  • 52
    • 84944062678 scopus 로고    scopus 로고
    • Exploring the application of latent class cluster analysis for investigating pedestrian crash injury severities in Switzerland
    • Sasidharan, L., Wu, K.-F., Menendez, M., Exploring the application of latent class cluster analysis for investigating pedestrian crash injury severities in Switzerland. Accid. Anal. Prev. 85 (2015), 219–228, 10.1016/j.aap.2015.09.020.
    • (2015) Accid. Anal. Prev. , vol.85 , pp. 219-228
    • Sasidharan, L.1    Wu, K.-F.2    Menendez, M.3
  • 53
    • 85021137512 scopus 로고    scopus 로고
    • Occupant injury severities in hybrid-vehicle involved crashes: a random parameters approach with heterogeneity in means and variances
    • Seraneeprakarn, P., Huang, S., Shankar, V., Mannering, F., Venkataraman, N., Milton, J., Occupant injury severities in hybrid-vehicle involved crashes: a random parameters approach with heterogeneity in means and variances. Anal. Methods Accid. Res. 15 (2017), 41–55, 10.1016/j.amar.2017.05.003.
    • (2017) Anal. Methods Accid. Res. , vol.15 , pp. 41-55
    • Seraneeprakarn, P.1    Huang, S.2    Shankar, V.3    Mannering, F.4    Venkataraman, N.5    Milton, J.6
  • 54
    • 84898932497 scopus 로고    scopus 로고
    • A latent class analysis of single-vehicle motorcycle crash severity outcomes
    • Shaheed, M.S., Gkritza, K., A latent class analysis of single-vehicle motorcycle crash severity outcomes. Anal. Methods Accid. Res. 2 (2014), 30–38, 10.1016/j.amar.2014.03.002.
    • (2014) Anal. Methods Accid. Res. , vol.2 , pp. 30-38
    • Shaheed, M.S.1    Gkritza, K.2
  • 55
    • 0029318130 scopus 로고
    • Effect of roadway geometrics and environmental factors on rural freeway accident frequencies
    • Shankar, V., Mannering, F., Barfield, W., Effect of roadway geometrics and environmental factors on rural freeway accident frequencies. Accid. Anal. Prev. 27:3 (1995), 371–389, 10.1016/0001-4575(94)00078-Z.
    • (1995) Accid. Anal. Prev. , vol.27 , Issue.3 , pp. 371-389
    • Shankar, V.1    Mannering, F.2    Barfield, W.3
  • 56
    • 0000175291 scopus 로고
    • Estimation of relationships for limited dependent variables
    • Tobin, J., Estimation of relationships for limited dependent variables. Econometrica 26:1 (1958), 24–36, 10.2307/1907382.
    • (1958) Econometrica , vol.26 , Issue.1 , pp. 24-36
    • Tobin, J.1
  • 57
    • 0003421407 scopus 로고    scopus 로고
    • Halton Sequences for Mixed Logit
    • Department of Economics, UCB
    • Train, K., Halton Sequences for Mixed Logit. 2000, Department of Economics, UCB.
    • (2000)
    • Train, K.1
  • 58
    • 84880143707 scopus 로고    scopus 로고
    • Random parameter models of interstate crash frequencies by severity, number of vehicles involved, collision and location type
    • Venkataraman, N., Ulfarsson, G.F., Shankar, V.N., Random parameter models of interstate crash frequencies by severity, number of vehicles involved, collision and location type. Accid. Anal. Prev. 59 (2013), 309–318, 10.1016/j.aap.2013.06.021.
    • (2013) Accid. Anal. Prev. , vol.59 , pp. 309-318
    • Venkataraman, N.1    Ulfarsson, G.F.2    Shankar, V.N.3
  • 59
    • 84896759922 scopus 로고    scopus 로고
    • A heterogeneity-in-means count model for evaluating the effects of interchange type on heterogeneous influences of interstate geometrics on crash frequencies
    • Venkataraman, N., Shankar, V., Ulfarsson, G.F., Deptuch, D., A heterogeneity-in-means count model for evaluating the effects of interchange type on heterogeneous influences of interstate geometrics on crash frequencies. Anal. Methods Accid. Res. 2 (2014), 12–20, 10.1016/j.amar.2014.01.001.
    • (2014) Anal. Methods Accid. Res. , vol.2 , pp. 12-20
    • Venkataraman, N.1    Shankar, V.2    Ulfarsson, G.F.3    Deptuch, D.4
  • 60
    • 84883194539 scopus 로고    scopus 로고
    • Incorporating the influence of latent modal preferences on travel mode choice behavior
    • Vij, A., Carrel, A., Walker, J.L., Incorporating the influence of latent modal preferences on travel mode choice behavior. Transp. Res. Part A Policy Pract. 54 (2013), 164–178, 10.1016/j.tra.2013.07.008.
    • (2013) Transp. Res. Part A Policy Pract. , vol.54 , pp. 164-178
    • Vij, A.1    Carrel, A.2    Walker, J.L.3
  • 61
    • 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
  • 62
    • 84875141815 scopus 로고    scopus 로고
    • The heterogeneous effects of guardian supervision on adolescent driver-injury severities: a finite-mixture random-parameters approach
    • Xiong, Y., Mannering, F.L., The heterogeneous effects of guardian supervision on adolescent driver-injury severities: a finite-mixture random-parameters approach. Transp. Res. Part B Methodol. 49 (2013), 39–54, 10.1016/j.trb.2013.01.002.
    • (2013) Transp. Res. Part B Methodol. , vol.49 , pp. 39-54
    • Xiong, Y.1    Mannering, F.L.2
  • 63
    • 84901774487 scopus 로고    scopus 로고
    • The analysis of vehicle crash injury-severity data: a Markov switching approach with road-segment heterogeneity
    • Xiong, Y., Tobias, J.L., Mannering, F.L., The analysis of vehicle crash injury-severity data: a Markov switching approach with road-segment heterogeneity. Transp. Res. Part B Methodol. 67 (2014), 109–128, 10.1016/j.trb.2014.04.007.
    • (2014) Transp. Res. Part B Methodol. , vol.67 , pp. 109-128
    • Xiong, Y.1    Tobias, J.L.2    Mannering, F.L.3
  • 64
    • 84893491960 scopus 로고    scopus 로고
    • A latent segmentation based generalized ordered logit model to examine factors influencing driver injury severity
    • Yasmin, S., Eluru, N., Bhat, C.R., Tay, R., A latent segmentation based generalized ordered logit model to examine factors influencing driver injury severity. Anal. Methods Accid. Res. 1 (2014), 23–38, 10.1016/j.amar.2013.10.002.
    • (2014) Anal. Methods Accid. Res. , vol.1 , pp. 23-38
    • Yasmin, S.1    Eluru, N.2    Bhat, C.R.3    Tay, R.4
  • 65
    • 84870297915 scopus 로고    scopus 로고
    • Impact of traffic states on freeway crash involvement rates
    • Yeo, H., Jang, K., Skabardonis, A., Kang, S., Impact of traffic states on freeway crash involvement rates. Accid. Anal. Prev. 50 (2013), 713–723, 10.1016/j.aap.2012.06.023.
    • (2013) Accid. Anal. Prev. , vol.50 , pp. 713-723
    • Yeo, H.1    Jang, K.2    Skabardonis, A.3    Kang, S.4
  • 66
    • 85011883183 scopus 로고    scopus 로고
    • A Bayesian spatial random parameters tobit model for analyzing crash rates on roadway segments
    • Zeng, Q., Wen, H., Huang, H., Abdel-Aty, M., A Bayesian spatial random parameters tobit model for analyzing crash rates on roadway segments. Accid. Anal. Prev. 100 (2017), 37–43, 10.1016/j.aap.2016.12.023.
    • (2017) Accid. Anal. Prev. , vol.100 , pp. 37-43
    • Zeng, Q.1    Wen, H.2    Huang, H.3    Abdel-Aty, M.4
  • 67
    • 76049098052 scopus 로고    scopus 로고
    • Impact of traffic oscillations on freeway crash occurrences
    • Zheng, Z., Ahn, S., Monsere, C.M., Impact of traffic oscillations on freeway crash occurrences. Accid. Anal. Prev. 42:2 (2010), 626–636, 10.1016/j.aap.2009.10.009.
    • (2010) Accid. Anal. Prev. , vol.42 , Issue.2 , pp. 626-636
    • Zheng, Z.1    Ahn, S.2    Monsere, C.M.3
  • 68
    • 84870301269 scopus 로고    scopus 로고
    • Application of finite mixture of negative binomial regression models with varying weight parameters for vehicle crash data analysis
    • Zou, Y., Zhang, Y., Lord, D., Application of finite mixture of negative binomial regression models with varying weight parameters for vehicle crash data analysis. Accid. Anal. Prev. 50 (2013), 1042–1051, 10.1016/j.aap.2012.08.004.
    • (2013) Accid. Anal. Prev. , vol.50 , pp. 1042-1051
    • Zou, Y.1    Zhang, Y.2    Lord, D.3


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