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Volumn 98, Issue , 2017, Pages 214-222

Predicting expressway crash frequency using a random effect negative binomial model: A case study in China

Author keywords

Crash frequency; Goodness of fit; Negative binomial model; Prediction; Random effects negative binomial model

Indexed keywords

FORECASTING; MAXIMUM LIKELIHOOD;

EID: 84994051939     PISSN: 00014575     EISSN: None     Source Type: Journal    
DOI: 10.1016/j.aap.2016.10.012     Document Type: Article
Times cited : (67)

References (37)
  • 1
    • 85043809336 scopus 로고    scopus 로고
    • American Association of State Highway and Transportation Officials (AASHTO), 2010. Highway Safety Manual 1st Edition Volume
    • American Association of State Highway and Transportation Officials (AASHTO), 2010. Highway Safety Manual 1st Edition Volume.
  • 2
    • 0034277116 scopus 로고    scopus 로고
    • Modeling traffic accident occurrence and involvement
    • Abdel-Aty, M., Radwan, E., Modeling traffic accident occurrence and involvement. Accid. Anal. Prev. 32 (2000), 633–642.
    • (2000) Accid. Anal. Prev. , vol.32 , pp. 633-642
    • Abdel-Aty, M.1    Radwan, E.2
  • 3
    • 0003417370 scopus 로고
    • Discrete Choice Analysis-Theory and Application to Travel Demand
    • MIT Press Cambridge, MA
    • Ben-Akiva, M., Lerman, S.R., Discrete Choice Analysis-Theory and Application to Travel Demand. 1985, MIT Press, Cambridge, MA.
    • (1985)
    • Ben-Akiva, M.1    Lerman, S.R.2
  • 5
    • 77955315853 scopus 로고    scopus 로고
    • Development of comprehensive accident models for two-lane rural highways using exposures, geometry, consistency and context variables
    • Cafiso, S., Graziano, A.D., Silvestro, G.D., Gava, G.L., Persaud, B., Development of comprehensive accident models for two-lane rural highways using exposures, geometry, consistency and context variables. Accid. Anal. Prev. 42 (2010), 1072–1079.
    • (2010) Accid. Anal. Prev. , vol.42 , pp. 1072-1079
    • Cafiso, S.1    Graziano, A.D.2    Silvestro, G.D.3    Gava, G.L.4    Persaud, B.5
  • 10
    • 0037333291 scopus 로고    scopus 로고
    • Applying the random effect negative binomial model to examine traffic accident occurrence at signalized intersections
    • Chin, H.C., Quddus, M.A., Applying the random effect negative binomial model to examine traffic accident occurrence at signalized intersections. Accid. Anal. Prev. 35 (2003), 253–259.
    • (2003) Accid. Anal. Prev. , vol.35 , pp. 253-259
    • Chin, H.C.1    Quddus, M.A.2
  • 11
    • 85043800033 scopus 로고    scopus 로고
    • Department for Transport, 2012. Report road accident statistics. Reported Road Casualties Great Britain
    • Department for Transport, 2012. Report road accident statistics. Reported Road Casualties Great Britain.
  • 12
    • 0029333533 scopus 로고
    • Estimating safety effects of cross-section design for various highway types using Negative Binomial regression
    • Hadi, M.A., Aruldhas, J., Chow, L., Wattleworth, J.A., Estimating safety effects of cross-section design for various highway types using Negative Binomial regression. Transp. Res. Rec. 1500 (1995), 169–177.
    • (1995) Transp. Res. Rec. , vol.1500 , pp. 169-177
    • Hadi, M.A.1    Aruldhas, J.2    Chow, L.3    Wattleworth, J.A.4
  • 13
    • 17444403576 scopus 로고    scopus 로고
    • Safety models for urban four-lane undivided road segments
    • Hauer, E., Council, F.M., Mohammedshah, Y., Safety models for urban four-lane undivided road segments. Transp. Res. Rec. 1897 (2004), 96–105.
    • (2004) Transp. Res. Rec. , vol.1897 , pp. 96-105
    • Hauer, E.1    Council, F.M.2    Mohammedshah, Y.3
  • 14
    • 17444365084 scopus 로고    scopus 로고
    • Statistical road safety modeling
    • Hauer, E., Statistical road safety modeling. Transp. Res. Rec. 1897 (2004), 81–87.
    • (2004) Transp. Res. Rec. , vol.1897 , pp. 81-87
    • Hauer, E.1
  • 15
    • 84935670624 scopus 로고
    • Econometric models for count data with an application to the patent −R&D relationship
    • Hausman, J.C., Hall, B.H., Griliches, Z., Econometric models for count data with an application to the patent −R&D relationship. Econometrica 52 (1984), 909–938.
    • (1984) Econometrica , vol.52 , pp. 909-938
    • Hausman, J.C.1    Hall, B.H.2    Griliches, Z.3
  • 16
    • 84887288949 scopus 로고    scopus 로고
    • Exploring the effects of roadway characteristics on the frequency and severity of head-on crashes: case studies from Malaysian federal roads
    • Hosseinpour, M., Yahaya, A.S., Sadullah, A.F., Exploring the effects of roadway characteristics on the frequency and severity of head-on crashes: case studies from Malaysian federal roads. Accid. Anal. Prev. 62 (2014), 209–222.
    • (2014) Accid. Anal. Prev. , vol.62 , pp. 209-222
    • Hosseinpour, M.1    Yahaya, A.S.2    Sadullah, A.F.3
  • 17
    • 76349094646 scopus 로고    scopus 로고
    • Data aggregation and sectioning considerations for crash analysis
    • Koorey, G., Data aggregation and sectioning considerations for crash analysis. Transp. Res. Rec. 2103 (2009), 61–68.
    • (2009) Transp. Res. Rec. , vol.2103 , pp. 61-68
    • Koorey, G.1
  • 18
    • 77952089434 scopus 로고    scopus 로고
    • The statistical analysis of crash-frequency data: a review and assessment of methodological alternatives
    • Lord, D., Mannering, F., The statistical analysis of crash-frequency data: a review and assessment of methodological alternatives. Transp. Res. Part A: Policy Pract. 44 (2010), 291–305.
    • (2010) Transp. Res. Part A: Policy Pract. , vol.44 , pp. 291-305
    • Lord, D.1    Mannering, F.2
  • 19
    • 0034432755 scopus 로고    scopus 로고
    • Accident prediction models with and without trend: application of the generalized estimating equations procedure
    • Lord, D., Persaud, B., Accident prediction models with and without trend: application of the generalized estimating equations procedure. Transp. Res. Rec. 1717 (2000), 102–108.
    • (2000) Transp. Res. Rec. , vol.1717 , pp. 102-108
    • Lord, D.1    Persaud, B.2
  • 21
    • 84862025337 scopus 로고    scopus 로고
    • Temporal-spatial analysis model of traffic accident frequency on expressway
    • Ma, Z.L., Shao, C.F., Hu, D.W., Ma, S.Q., Temporal-spatial analysis model of traffic accident frequency on expressway. J. Traffic Transp. Eng. 12 (2012), 93–99.
    • (2012) J. Traffic Transp. Eng. , vol.12 , pp. 93-99
    • Ma, Z.L.1    Shao, C.F.2    Hu, D.W.3    Ma, S.Q.4
  • 22
    • 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
  • 23
    • 0036707714 scopus 로고    scopus 로고
    • Relationship between crash rate and hourly traffic flow on interurban motorways
    • Martin, J.L., Relationship between crash rate and hourly traffic flow on interurban motorways. Accid. Anal. Prev. 34 (2002), 619–629.
    • (2002) Accid. Anal. Prev. , vol.34 , pp. 619-629
    • Martin, J.L.1
  • 24
  • 26
    • 0027858017 scopus 로고
    • Accident prediction models for freeways
    • Persaud, B., Dzbik, L., Accident prediction models for freeways. Transp. Res. Rec. 1401 (1993), 55–60.
    • (1993) Transp. Res. Rec. , vol.1401 , pp. 55-60
    • Persaud, B.1    Dzbik, L.2
  • 27
    • 42149149372 scopus 로고    scopus 로고
    • Relationship of lane width to safety on urban and suburban arterials
    • Potts, I.B., Harwood, D.W., Richard, K.R., Relationship of lane width to safety on urban and suburban arterials. Transp. Res. Rec. 2023 (2007), 63–82.
    • (2007) Transp. Res. Rec. , vol.2023 , pp. 63-82
    • Potts, I.B.1    Harwood, D.W.2    Richard, K.R.3
  • 28
    • 0344552474 scopus 로고    scopus 로고
    • Selecting exposure measures in crash rate prediction for two-lane highway segments
    • Qin, X., Ivan, J.N., Ravishanker, N., Selecting exposure measures in crash rate prediction for two-lane highway segments. Accid. Anal. Prev. 36 (2004), 183–191.
    • (2004) Accid. Anal. Prev. , vol.36 , pp. 183-191
    • Qin, X.1    Ivan, J.N.2    Ravishanker, N.3
  • 29
    • 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 (1995), 371–389.
    • (1995) Accid. Anal. Prev. , vol.27 , pp. 371-389
    • Shankar, V.1    Mannering, F.2    Barfield, W.3
  • 30
    • 0032157430 scopus 로고    scopus 로고
    • Evaluation median crossover likelihoods with clustered accident counts: an empirical inquiry using the random effect negative binomial model
    • Shankar, V.N., Albin, R.B., Milton, J.C., Mannering, F.L., Evaluation median crossover likelihoods with clustered accident counts: an empirical inquiry using the random effect negative binomial model. Transp. Res. Rec. 1635 (1998), 44–48.
    • (1998) Transp. Res. Rec. , vol.1635 , pp. 44-48
    • Shankar, V.N.1    Albin, R.B.2    Milton, J.C.3    Mannering, F.L.4
  • 31
    • 84937346930 scopus 로고    scopus 로고
    • Limited Dependent Variable and Structural Equations Models: Empirical Applications to Traffic Operations and Safety. Ph.D. Dissertation
    • University of Washington Seattle, WA
    • Shankar, V.N., Limited Dependent Variable and Structural Equations Models: Empirical Applications to Traffic Operations and Safety. Ph.D. Dissertation. 1997, University of Washington, Seattle, WA.
    • (1997)
    • Shankar, V.N.1
  • 32
    • 85043810014 scopus 로고    scopus 로고
    • Traffic Management Bureau of Ministry of Public Security, 2014. Road traffic accidents statistics of PRC Beijing, China
    • Traffic Management Bureau of Ministry of Public Security, 2014. Road traffic accidents statistics of PRC Beijing, China.
  • 33
    • 84855252739 scopus 로고    scopus 로고
    • Model of relationship between interstate crash occurrence and geometrics: exploratory insights from random parameter negative binomial approach
    • Venkataraman, N.S., Ulfarsson, G.F., Shankar, V., Oh, J., Park, M., Model of relationship between interstate crash occurrence and geometrics: exploratory insights from random parameter negative binomial approach. Transp. Res. Rec. 2236 (2011), 41–48.
    • (2011) Transp. Res. Rec. , vol.2236 , pp. 41-48
    • Venkataraman, N.S.1    Ulfarsson, G.F.2    Shankar, V.3    Oh, J.4    Park, M.5
  • 34
    • 84880143707 scopus 로고    scopus 로고
    • Random parameter models of interstate crash frequencies by severity, number of vehicles involved, collision and location type
    • Venkataraman, N.S., Ulfarsson, G.F., Shankar, V., Random parameter models of interstate crash frequencies by severity, number of vehicles involved, collision and location type. Accid. Anal. Prev. 59 (2013), 309–318.
    • (2013) Accid. Anal. Prev. , vol.59 , pp. 309-318
    • Venkataraman, N.S.1    Ulfarsson, G.F.2    Shankar, V.3
  • 35
    • 85069304767 scopus 로고    scopus 로고
    • Statistical and Econometric Methods for Transportation Data Analysis
    • Chapman & Hall/CRC Boca Raton, Folrida
    • Washington, S.P., Karlaftis, M.G., Mannering, F.L., Statistical and Econometric Methods for Transportation Data Analysis. 2003, Chapman & Hall/CRC, Boca Raton, Folrida.
    • (2003)
    • Washington, S.P.1    Karlaftis, M.G.2    Mannering, F.L.3


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.