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Volumn 120, Issue , 2018, Pages 1-12

Investigating factors of crash frequency with random effects and random parameters models: New insights from Chinese freeway study

Author keywords

Crash frequency; Design; Freeway safety; Geometric; Negative binomial model; Pavement condition; Random parameters model

Indexed keywords

DESIGN; ECONOMICS; HIGHWAY PLANNING; PAVEMENTS; RANDOM PROCESSES; SAFETY FACTOR;

EID: 85050655648     PISSN: 00014575     EISSN: None     Source Type: Journal    
DOI: 10.1016/j.aap.2018.07.010     Document Type: Article
Times cited : (74)

References (61)
  • 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.
    • (2000) Accid. Anal. Prev. , vol.32 , Issue.5 , pp. 633-642
    • Abdel-Aty, M.A.1    Radwan, A.E.2
  • 2
    • 67349266627 scopus 로고    scopus 로고
    • Safety evaluation of multilane arterials in Florida
    • Abdel-Aty, M., Devarasetty, P.C., Pande, A., Safety evaluation of multilane arterials in Florida. Accid. Anal. Prev. 41:4 (2009), 777–788.
    • (2009) Accid. Anal. Prev. , vol.41 , Issue.4 , pp. 777-788
    • Abdel-Aty, M.1    Devarasetty, P.C.2    Pande, A.3
  • 3
    • 79955611692 scopus 로고    scopus 로고
    • Exploring a Bayesian hierarchical approach for developing safety performance functions for a mountainous freeway
    • Ahmed, M., Huang, H., Abdel-Aty, M., Guevara, B., Exploring a Bayesian hierarchical approach for developing safety performance functions for a mountainous freeway. Accid. Anal. Prev. 43:4 (2011), 1581–1589.
    • (2011) Accid. Anal. Prev. , vol.43 , Issue.4 , pp. 1581-1589
    • Ahmed, M.1    Huang, H.2    Abdel-Aty, M.3    Guevara, B.4
  • 4
    • 84907322217 scopus 로고    scopus 로고
    • Real-time assessment of fog-related crashes using airport weather data: a feasibility analysis
    • Ahmed, M.M., Abdel-Aty, M., Lee, J., Yu, R., Real-time assessment of fog-related crashes using airport weather data: a feasibility analysis. Accid. Anal. Prev. 72 (2014), 309–317.
    • (2014) Accid. Anal. Prev. , vol.72 , pp. 309-317
    • Ahmed, M.M.1    Abdel-Aty, M.2    Lee, J.3    Yu, R.4
  • 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.
    • (2009) Accid. Anal. Prev. , vol.41 , Issue.1 , pp. 153-159
    • Anastasopoulos, P.C.1    Mannering, F.L.2
  • 6
    • 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.
    • (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
  • 7
    • 84959539137 scopus 로고    scopus 로고
    • Overview of traffic safety aspects and design in road tunnels
    • Bassan, S., Overview of traffic safety aspects and design in road tunnels. IATSS Res. 40:1 (2016), 35–46.
    • (2016) IATSS Res. , vol.40 , Issue.1 , pp. 35-46
    • Bassan, S.1
  • 8
    • 0042313906 scopus 로고    scopus 로고
    • Simulation estimation of mixed discrete choice models using randomized and scrambled Halton sequences
    • Bhat, C.R., Simulation estimation of mixed discrete choice models using randomized and scrambled Halton sequences. Transp. Res. Part B Methodol. 37:9 (2003), 837–855.
    • (2003) Transp. Res. Part B Methodol. , vol.37 , Issue.9 , pp. 837-855
    • Bhat, C.R.1
  • 9
    • 84872256571 scopus 로고    scopus 로고
    • Influence of pavement condition on horizontal curve safety
    • Buddhavarapu, P., Banerjee, A., Prozzi, J.A., Influence of pavement condition on horizontal curve safety. Accid. Anal. Prev. 52 (2013), 9–18.
    • (2013) Accid. Anal. Prev. , vol.52 , pp. 9-18
    • Buddhavarapu, P.1    Banerjee, A.2    Prozzi, J.A.3
  • 10
    • 77955315853 scopus 로고    scopus 로고
    • Development of comprehensive accident models for two-lane rural highways using exposure, geometry, consistency and context variables
    • Cafiso, S., Di Graziano, A., Di Silvestro, G., La Cava, G., Persaud, B., Development of comprehensive accident models for two-lane rural highways using exposure, geometry, consistency and context variables. Accid. Anal. Prev. 42:4 (2010), 1072–1079.
    • (2010) Accid. Anal. Prev. , vol.42 , Issue.4 , pp. 1072-1079
    • Cafiso, S.1    Di Graziano, A.2    Di Silvestro, G.3    La Cava, G.4    Persaud, B.5
  • 11
    • 85021855316 scopus 로고    scopus 로고
    • Safety assessment of passing relief lanes using microsimulation-based conflicts analysis
    • Cafiso, S., D'Agostino, C., Kieć M., Bak, R., Safety assessment of passing relief lanes using microsimulation-based conflicts analysis. Accid. Anal. Prev. 116 (2017), 94–102.
    • (2017) Accid. Anal. Prev. , vol.116 , pp. 94-102
    • Cafiso, S.1    D'Agostino, C.2    Kieć, M.3    Bak, R.4
  • 13
    • 79952443330 scopus 로고    scopus 로고
    • Evaluation of 2 + 1 Roads with Cable Barrier. Final Report. Swedish Road Administration VTI rapport 636A
    • Carlson, A., Evaluation of 2 + 1 Roads with Cable Barrier. Final Report. Swedish Road Administration VTI rapport 636A., 2009.
    • (2009)
    • Carlson, A.1
  • 14
    • 27544446036 scopus 로고    scopus 로고
    • Data mining of tree-based models to analyze freeway accident frequency
    • Chang, L., Chen, W., Data mining of tree-based models to analyze freeway accident frequency. J. Saf. Res. 36 (2005), 365–375.
    • (2005) J. Saf. Res. , vol.36 , pp. 365-375
    • Chang, L.1    Chen, W.2
  • 15
    • 84893518643 scopus 로고    scopus 로고
    • Modeling safety of highway work zones with random parameters and random effects models
    • Chen, E., Tarko, A.P., Modeling safety of highway work zones with random parameters and random effects models. Anal. Methods Accid. Res. 1 (2014), 86–95.
    • (2014) Anal. Methods Accid. Res. , vol.1 , pp. 86-95
    • Chen, E.1    Tarko, A.P.2
  • 16
    • 0032157647 scopus 로고    scopus 로고
    • Safety benefits of spiral transitions on horizontal curves on two-lane rural roads
    • Council, F., Safety benefits of spiral transitions on horizontal curves on two-lane rural roads. Transp. Res. Rec.: J. Transp. Res. Board 1635 (1998), 10–17.
    • (1998) Transp. Res. Rec.: J. Transp. Res. Board , vol.1635 , pp. 10-17
    • Council, F.1
  • 17
    • 85050679007 scopus 로고    scopus 로고
    • 13th Five-Year Plan of Modern Transportation System (2016–2020)
    • Retrieved from
    • Council, State, 13th Five-Year Plan of Modern Transportation System (2016–2020). Retrieved from, 2017 http://www.gov.cn/zhengce/content/2017-02/28/content_5171345.htm.
    • (2017)
    • Council, S.1
  • 18
    • 77949477327 scopus 로고    scopus 로고
    • Ministry of Transport of the People's Republic of China
    • Design Specification for Highway Alignment (JTG D20-2006), Ministry of Transport of the People's Republic of China. 2006.
    • (2006)
  • 19
    • 33644899093 scopus 로고    scopus 로고
    • Predicting the frequency of median barrier crashes on Pennsylvania interstate highways
    • Donnell, E.T., Mason, J.M., Predicting the frequency of median barrier crashes on Pennsylvania interstate highways. Accid. Anal. Prev. 38:3 (2006), 590–599.
    • (2006) Accid. Anal. Prev. , vol.38 , Issue.3 , pp. 590-599
    • Donnell, E.T.1    Mason, J.M.2
  • 20
    • 79151472263 scopus 로고    scopus 로고
    • The correlation between gradients of descending roads and accident rates
    • Fu, R., Guo, Y., Yuan, W., Feng, H., Ma, Y., The correlation between gradients of descending roads and accident rates. Saf. Sci. 49:3 (2011), 416–423.
    • (2011) Saf. Sci. , vol.49 , Issue.3 , pp. 416-423
    • Fu, R.1    Guo, Y.2    Yuan, W.3    Feng, H.4    Ma, Y.5
  • 21
    • 84979239807 scopus 로고    scopus 로고
    • Development of safety performance functions for Spanish two-lane rural highways on flat terrain
    • Garach, L., de Oña, J., López, G., Baena, L., Development of safety performance functions for Spanish two-lane rural highways on flat terrain. Accid. Anal. Prev. 95 (2016), 250–265.
    • (2016) Accid. Anal. Prev. , vol.95 , pp. 250-265
    • Garach, L.1    de Oña, J.2    López, G.3    Baena, L.4
  • 22
    • 6344246591 scopus 로고    scopus 로고
    • Limdep, Version 9.0
    • Econometric Software Inc Plainview, NY
    • Greene, W., Limdep, Version 9.0. 2007, Econometric Software Inc, Plainview, NY.
    • (2007)
    • Greene, W.1
  • 24
    • 0003269499 scopus 로고    scopus 로고
    • Two tools for finding what function links the dependent variable to the explanatory variables
    • Hauer, E., Bamfo, J., Two tools for finding what function links the dependent variable to the explanatory variables. Proceedings of the ICTCT 1997 Conference, Lund, Sweden, 1997.
    • (1997) Proceedings of the ICTCT 1997 Conference, Lund, Sweden
    • Hauer, E.1    Bamfo, J.2
  • 25
    • 0141511917 scopus 로고    scopus 로고
    • Transportation Research Board
    • National Research Council Washington, DC
    • HCM, Transportation Research Board. 2010, National Research Council, Washington, DC.
    • (2010)
    • HCM1
  • 26
    • 84872892063 scopus 로고    scopus 로고
    • Ministry of Transport of the People's Republic of China
    • Highway Performance Assessment Standards (JTG H20-2007), Ministry of Transport of the People's Republic of China. 2007.
    • (2007)
  • 27
    • 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
  • 28
    • 85035794512 scopus 로고    scopus 로고
    • Analyzing crash frequency in freeway tunnels: a correlated random parameters approach
    • Hou, Q., Tarko, A.P., Meng, X., Analyzing crash frequency in freeway tunnels: a correlated random parameters approach. Accid. Anal. Prev. 111 (2018), 94–100.
    • (2018) Accid. Anal. Prev. , vol.111 , pp. 94-100
    • Hou, Q.1    Tarko, A.P.2    Meng, X.3
  • 29
    • 85014130699 scopus 로고    scopus 로고
    • Crash data quality for road safety research: current state and future directions
    • Imprialou, M., Quddus, M., Crash data quality for road safety research: current state and future directions. Accid. Anal. Prev., 2017, 10.1016/j.aap.2017.02.022.
    • (2017) Accid. Anal. Prev.
    • Imprialou, M.1    Quddus, M.2
  • 30
    • 84886383935 scopus 로고    scopus 로고
    • Generalized nonlinear models for rear-end crash risk analysis
    • Lao, Y., Zhang, G., Wang, Y., Milton, J., Generalized nonlinear models for rear-end crash risk analysis. Accid. Anal. Prev. 62 (2014), 9–16.
    • (2014) Accid. Anal. Prev. , vol.62 , pp. 9-16
    • Lao, Y.1    Zhang, G.2    Wang, Y.3    Milton, J.4
  • 31
    • 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. 44:5 (2010), 291–305.
    • (2010) Transp. Res. Part A Policy Pract. , vol.44 , Issue.5 , pp. 291-305
    • Lord, D.1    Mannering, F.2
  • 32
    • 84893674043 scopus 로고    scopus 로고
    • Developing local safety performance functions versus calculating calibration factors for SafetyAnalyst applications: a Florida case study
    • Lu, J., Haleem, K., Alluri, P., Gan, A., Liu, K., Developing local safety performance functions versus calculating calibration factors for SafetyAnalyst applications: a Florida case study. Saf. Sci. 65 (2014), 93–105.
    • (2014) Saf. Sci. , vol.65 , pp. 93-105
    • Lu, J.1    Haleem, K.2    Alluri, P.3    Gan, A.4    Liu, K.5
  • 33
    • 61449207217 scopus 로고    scopus 로고
    • Characteristics of traffic accidents in Chinese freeway tunnels
    • Ma, Z.L., Shao, C.F., Zhang, S.R., Characteristics of traffic accidents in Chinese freeway tunnels. Tunn. Undergr. Space Technol. 24:3 (2009), 350–355.
    • (2009) Tunn. Undergr. Space Technol. , vol.24 , Issue.3 , pp. 350-355
    • Ma, Z.L.1    Shao, C.F.2    Zhang, S.R.3
  • 34
    • 84994051939 scopus 로고    scopus 로고
    • Predicting expressway crash frequency using a random effects negative binomial model: a case study in China
    • Ma, Z., Zhang, H., Steven, I., Chien, J., Wang, J., Dong, C., Predicting expressway crash frequency using a random effects negative binomial model: a case study in China. Accid. Anal. Prev. 98 (2017), 214–222.
    • (2017) Accid. Anal. Prev. , vol.98 , pp. 214-222
    • Ma, Z.1    Zhang, H.2    Steven, I.3    Chien, J.4    Wang, J.5    Dong, C.6
  • 35
    • 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
  • 36
    • 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
  • 37
    • 67349261291 scopus 로고    scopus 로고
    • An assessment of the skid resistance effect on traffic safety under wet-pavement conditions
    • Mayora, J.M.P., Piña, R.J., An assessment of the skid resistance effect on traffic safety under wet-pavement conditions. Accid. Anal. Prev. 41:4 (2009), 881–886.
    • (2009) Accid. Anal. Prev. , vol.41 , Issue.4 , pp. 881-886
    • Mayora, J.M.P.1    Piña, R.J.2
  • 38
    • 84908462277 scopus 로고    scopus 로고
    • Safety performance functions incorporating design consistency variables
    • Montella, A., Imbriani, L.L., Safety performance functions incorporating design consistency variables. Accid. Anal. Prev. 74 (2015), 133–144.
    • (2015) Accid. Anal. Prev. , vol.74 , pp. 133-144
    • Montella, A.1    Imbriani, L.L.2
  • 39
    • 85050682224 scopus 로고    scopus 로고
    • Statistics Bulletin of Transportation Develops -Minstry of Transport of People's Republic of China
    • Retrieve from
    • MOT, Statistics Bulletin of Transportation Develops -Minstry of Transport of People's Republic of China. Retrieve from, 2016 http://zizhan.mot.gov.cn/zfxxgk/bnssj/zhghs/201704/t20170417_2191106.html.
    • (2016)
    • MOT1
  • 40
    • 84978880094 scopus 로고    scopus 로고
    • Weather impacts on single-vehicle truck crash injury severity
    • Naik, B., Tung, L.W., Zhao, S., Khattak, A.J., Weather impacts on single-vehicle truck crash injury severity. J. Saf. Res. 58 (2016), 57–65.
    • (2016) J. Saf. Res. , vol.58 , pp. 57-65
    • Naik, B.1    Tung, L.W.2    Zhao, S.3    Khattak, A.J.4
  • 41
    • 84961942647 scopus 로고    scopus 로고
    • Application of a random effects negative binomial model to examine tram-involved crash frequency on route sections in Melbourne, Australia
    • Naznin, F., Currie, G., Logan, D., Sarvi, M., Application of a random effects negative binomial model to examine tram-involved crash frequency on route sections in Melbourne, Australia. Accid. Anal. Prev. 92 (2016), 15–21.
    • (2016) Accid. Anal. Prev. , vol.92 , pp. 15-21
    • Naznin, F.1    Currie, G.2    Logan, D.3    Sarvi, M.4
  • 42
    • 85050657607 scopus 로고    scopus 로고
    • National Highway Plan (2013–2030) – National Development and Reform Commission
    • Retrieved from
    • NDRC, National Highway Plan (2013–2030) – National Development and Reform Commission. Retrieved from, 2013 http://www.ndrc.gov.cn/zcfb/zcfbghwb/201402/P020140221361534132568.pdf.
    • (2013)
    • NDRC1
  • 43
    • 85012048716 scopus 로고    scopus 로고
    • Time series trends of the safety effects of pavement resurfacing
    • Park, J., Abdel-Aty, M., Wang, J.H., Time series trends of the safety effects of pavement resurfacing. Accid. Anal. Prev. 101 (2017), 78–86.
    • (2017) Accid. Anal. Prev. , vol.101 , pp. 78-86
    • Park, J.1    Abdel-Aty, M.2    Wang, J.H.3
  • 44
    • 85015020092 scopus 로고    scopus 로고
    • Single-vehicle crashes along rural mountainous highways in Malaysia: an application of random parameters negative binomial model
    • Rusli, R., Haque, M.M., King, M., Voon, W.S., Single-vehicle crashes along rural mountainous highways in Malaysia: an application of random parameters negative binomial model. Accid. Anal. Prev. 102 (2017), 153–164.
    • (2017) Accid. Anal. Prev. , vol.102 , pp. 153-164
    • Rusli, R.1    Haque, M.M.2    King, M.3    Voon, W.S.4
  • 45
    • 84969551373 scopus 로고    scopus 로고
    • Safety performance functions for crash severity on undivided rural roads
    • Russo, F., Busiello, M., Dell'Acqua, G., Safety performance functions for crash severity on undivided rural roads. Accid. Anal. Prev. 93 (2016), 75–91.
    • (2016) Accid. Anal. Prev. , vol.93 , pp. 75-91
    • Russo, F.1    Busiello, M.2    Dell'Acqua, G.3
  • 46
    • 0032157430 scopus 로고    scopus 로고
    • Evaluating median cross-over likelihoods with clustered accident counts: an empirical inquiry using the random effects negative binomial model
    • Shankar, V., Albin, R., Milton, J., Mannering, F., Evaluating median cross-over likelihoods with clustered accident counts: an empirical inquiry using the random effects negative binomial model. Transp. Res. Rec.: J. Transp. Res. Board 1635 (1998), 44–48.
    • (1998) Transp. Res. Rec.: J. Transp. Res. Board , vol.1635 , pp. 44-48
    • Shankar, V.1    Albin, R.2    Milton, J.3    Mannering, F.4
  • 47
    • 84925068967 scopus 로고    scopus 로고
    • Discrete Choice Methods with Simulation
    • second ed. Cambridge University Press Cambridge, UK
    • Train, K., Discrete Choice Methods with Simulation. second ed., 2009, Cambridge University Press, Cambridge, UK.
    • (2009)
    • Train, K.1
  • 48
    • 84974602756 scopus 로고    scopus 로고
    • Spatiotemporal and random parameter panel data models of traffic crash fatalities in Vietnam
    • Truong, L.T., Kieu, L.M., Vu, T.A., Spatiotemporal and random parameter panel data models of traffic crash fatalities in Vietnam. Accid. Anal. Prev. 94 (2016), 153–161.
    • (2016) Accid. Anal. Prev. , vol.94 , pp. 153-161
    • Truong, L.T.1    Kieu, L.M.2    Vu, T.A.3
  • 49
    • 84921672435 scopus 로고    scopus 로고
    • The influence of combined alignments on lateral acceleration on mountainous freeways: a driving simulator study
    • Wang, X., Wang, T., Tarko, A., Tremont, P.J., The influence of combined alignments on lateral acceleration on mountainous freeways: a driving simulator study. Accid. Anal. Prev. 76 (2015), 110–117.
    • (2015) Accid. Anal. Prev. , vol.76 , pp. 110-117
    • Wang, X.1    Wang, T.2    Tarko, A.3    Tremont, P.J.4
  • 50
    • 85069304767 scopus 로고    scopus 로고
    • Statistical and Econometric Methods for Transportation Data Analysis
    • CRC Press New York, NY
    • Washington, S.P., Karlaftis, M.G., Mannering, F., Statistical and Econometric Methods for Transportation Data Analysis. 2010, CRC Press, New York, NY.
    • (2010)
    • Washington, S.P.1    Karlaftis, M.G.2    Mannering, F.3
  • 52
    • 84875339413 scopus 로고    scopus 로고
    • Global Status Report on Road Safety
    • Retrieved from
    • WHO, Global Status Report on Road Safety. Retrieved from, 2015 http://www.who.int/violence_injury_prevention/road_safety_status/2015/en/.
    • (2015)
    • WHO1
  • 53
    • 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.
    • (2013) Transp. Res. Part B: Methodol. , vol.49 , pp. 39-54
    • Xiong, Y.1    Mannering, F.L.2
  • 54
    • 84876945975 scopus 로고    scopus 로고
    • Predicting crash likelihood and severity on freeways with real-time loop detector data
    • Xu, C., Tarko, A.P., Wang, W., Liu, P., Predicting crash likelihood and severity on freeways with real-time loop detector data. Accid. Anal. Prev. 57 (2013), 30–39.
    • (2013) Accid. Anal. Prev. , vol.57 , pp. 30-39
    • Xu, C.1    Tarko, A.P.2    Wang, W.3    Liu, P.4
  • 56
    • 34247501309 scopus 로고    scopus 로고
    • Estimating the relationship between measured wind speed and overturning truck crashes using a binary logit model
    • Young, R.K., Liesman, J., Estimating the relationship between measured wind speed and overturning truck crashes using a binary logit model. Accid. Anal. Prev. 39:3 (2007), 574–580.
    • (2007) Accid. Anal. Prev. , vol.39 , Issue.3 , pp. 574-580
    • Young, R.K.1    Liesman, J.2
  • 57
    • 84879097852 scopus 로고    scopus 로고
    • Investigating the different characteristics of weekday and weekend crashes
    • Yu, R., Abdel-Aty, M., Investigating the different characteristics of weekday and weekend crashes. J. Saf. Res. 46 (2013), 91–97.
    • (2013) J. Saf. Res. , vol.46 , pp. 91-97
    • Yu, R.1    Abdel-Aty, M.2
  • 58
    • 84870300943 scopus 로고    scopus 로고
    • Bayesian random effect models incorporating real-time weather and traffic data to investigate mountainous freeway hazardous factors
    • Yu, R., Abdel-Aty, M., Ahmed, M., Bayesian random effect models incorporating real-time weather and traffic data to investigate mountainous freeway hazardous factors. Accid. Anal. Prev. 50 (2013), 371–376.
    • (2013) Accid. Anal. Prev. , vol.50 , pp. 371-376
    • Yu, R.1    Abdel-Aty, M.2    Ahmed, M.3
  • 59
    • 84919782030 scopus 로고    scopus 로고
    • A correlated random parameter approach to investigate the effects of weather conditions on crash risk for a mountainous freeway
    • Yu, R., Xiong, Y., Abdel-Aty, M., A correlated random parameter approach to investigate the effects of weather conditions on crash risk for a mountainous freeway. Transp. Res. Part C 50 (2015), 68–77.
    • (2015) Transp. Res. Part C , vol.50 , pp. 68-77
    • Yu, R.1    Xiong, Y.2    Abdel-Aty, M.3
  • 61
    • 84982106400 scopus 로고    scopus 로고
    • An insight into the performance of road barriers − redistribution of barrier-relevant crashes
    • Zou, Y., Tarko, A.P., An insight into the performance of road barriers − redistribution of barrier-relevant crashes. Accid. Anal. Prev. 96 (2016), 152–161.
    • (2016) Accid. Anal. Prev. , vol.96 , pp. 152-161
    • Zou, Y.1    Tarko, A.P.2


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.