메뉴 건너뛰기




Volumn 92, Issue , 2018, Pages 504-524

How is driving volatility related to intersection safety? A Bayesian heterogeneity-based analysis of instrumented vehicles data

Author keywords

Connected vehicles; Driving volatility; Full Bayes estimation; Gibbs sampler; Heterogeneity; Intersection crashes; Markov Chain Monte Carlo; Poisson Poisson log normal regressions; Proactive safety; Random parameters

Indexed keywords

BAYESIAN NETWORKS; HIGHWAY TRAFFIC CONTROL; MARKOV CHAINS; MONTE CARLO METHODS; NORMAL DISTRIBUTION; PARAMETER ESTIMATION; VEHICLES;

EID: 85047600880     PISSN: 0968090X     EISSN: None     Source Type: Journal    
DOI: 10.1016/j.trc.2018.05.017     Document Type: Article
Times cited : (79)

References (92)
  • 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 (2006), 215–224.
    • (2006) Accid. Anal. Prev. , vol.38 , pp. 215-224
    • Aarts, L.1    Van Schagen, I.2
  • 2
    • 15744379893 scopus 로고    scopus 로고
    • Modeling of driving behavior when approaching an intersection based on measured behavioral data on an actual road
    • In: Proceedings of the Human Factors and Ergonomics Society Annual Meeting. SAGE Publications Sage CA: Los Angeles, CA, 1895–1899.
    • Akamatsu, M., Sakaguchi, Y., Okuwa, M., 2003. Modeling of driving behavior when approaching an intersection based on measured behavioral data on an actual road. In: Proceedings of the Human Factors and Ergonomics Society Annual Meeting. SAGE Publications Sage CA: Los Angeles, CA, 1895–1899.
    • (2003)
    • Akamatsu, M.1    Sakaguchi, Y.2    Okuwa, M.3
  • 3
    • 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 (2009), 153–159.
    • (2009) Accid. Anal. Prev. , vol.41 , pp. 153-159
    • Anastasopoulos, P.C.1    Mannering, F.L.2
  • 4
    • 85047653556 scopus 로고    scopus 로고
    • Safety impacts of automated vehicles in mixed traffic. In: Presented at the 96th Annual Meeting of the Transportation Research Board, Washington D.C.
    • Arvin, R., Kamrani, M., Khattak, A. J. & Rios-Torres, J., 2018. Safety impacts of automated vehicles in mixed traffic. In: Presented at the 96th Annual Meeting of the Transportation Research Board, Washington D.C.
    • (2018)
    • Arvin, R.1    Kamrani, M.2    Khattak, A.J.3    Rios-Torres, J.4
  • 6
    • 85047643863 scopus 로고    scopus 로고
    • Hierarchical modeling and analysis for spatial data. CRC Press.
    • Banerjee, S., Carlin, B.P., Gelfand, A.E., 2014. Hierarchical modeling and analysis for spatial data. CRC Press.
    • (2014)
    • Banerjee, S.1    Carlin, B.P.2    Gelfand, A.E.3
  • 7
    • 85173134934 scopus 로고    scopus 로고
    • Driver performance at two-way stop-controlled intersections on divided highways. Transport. Res. Rec.: J. Transport. Res. Board, 26–32.
    • Bao, S., Boyle, L., 2008. Driver performance at two-way stop-controlled intersections on divided highways. Transport. Res. Rec.: J. Transport. Res. Board, 26–32.
    • (2008)
    • Bao, S.1    Boyle, L.2
  • 8
    • 84910103667 scopus 로고    scopus 로고
    • A full Bayesian multivariate count data model of collision severity with spatial correlation
    • Barua, S., El-Basyouny, K., Islam, M.T., A full Bayesian multivariate count data model of collision severity with spatial correlation. Anal. Method. Acc. Res. 3 (2014), 28–43.
    • (2014) Anal. Method. Acc. Res. , vol.3 , pp. 28-43
    • Barua, S.1    El-Basyouny, K.2    Islam, M.T.3
  • 9
    • 84949524138 scopus 로고    scopus 로고
    • Multivariate random parameters collision count data models with spatial heterogeneity
    • Barua, S., El-Basyouny, K., Islam, M.T., Multivariate random parameters collision count data models with spatial heterogeneity. Anal. Method. Accid. Res. 9 (2016), 1–15.
    • (2016) Anal. Method. Accid. Res. , vol.9 , pp. 1-15
    • Barua, S.1    El-Basyouny, K.2    Islam, M.T.3
  • 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. Method. Accid. Res. 14 (2017), 41–53.
    • (2017) Anal. Method. Accid. Res. , vol.14 , pp. 41-53
    • Behnood, A.1    Mannering, F.2
  • 11
    • 0031813561 scopus 로고    scopus 로고
    • Accidents on Belgium's motorways: a network autocorrelation analysis
    • Black, W.R., Thomas, I., Accidents on Belgium's motorways: a network autocorrelation analysis. J. Transp. Geogr. 6 (1998), 23–31.
    • (1998) J. Transp. Geogr. , vol.6 , pp. 23-31
    • Black, W.R.1    Thomas, I.2
  • 12
    • 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 (1987), 345–370.
    • (1987) Psychometrika , vol.52 , pp. 345-370
    • Bozdogan, H.1
  • 14
    • 35348932792 scopus 로고    scopus 로고
    • Mobile vehicle-to-vehicle narrow-band channel measurement and characterization of the 5.9 GHz dedicated short range communication (DSRC) frequency band
    • Cheng, L., Henty, B.E., Stancil, D.D., Bai, F., Mudalige, P., Mobile vehicle-to-vehicle narrow-band channel measurement and characterization of the 5.9 GHz dedicated short range communication (DSRC) frequency band. IEEE J. Sel. Areas Commun. 25 (2007), 1501–1516.
    • (2007) IEEE J. Sel. Areas Commun. , vol.25 , pp. 1501-1516
    • Cheng, L.1    Henty, B.E.2    Stancil, D.D.3    Bai, F.4    Mudalige, P.5
  • 15
    • 70349519365 scopus 로고    scopus 로고
    • Lan, K.-c. A feasibility study on vehicle-to-infrastructure communication: WiFi vs. WiMAX. 2009 Tenth International Conference on Mobile Data Management: Systems, Services and Middleware. IEEE, 397–398.
    • Chou, C.-M., Li, C.-Y., Chien, W.-M. & Lan, K.-c. A feasibility study on vehicle-to-infrastructure communication: WiFi vs. WiMAX. 2009 Tenth International Conference on Mobile Data Management: Systems, Services and Middleware, 2009. IEEE, 397–398.
    • (2009)
    • Chou, C.-M.1    Li, C.-Y.2    Chien, W.-M.3
  • 16
    • 84966714123 scopus 로고    scopus 로고
    • Analyzing injury crashes using random-parameter bivariate regression models
    • Dong, C., Clarke, D.B., Nambisan, S.S., Huang, B., Analyzing injury crashes using random-parameter bivariate regression models. Transportmetrica A: Transp. Sci. 12 (2016), 794–810.
    • (2016) Transportmetrica A: Transp. Sci. , vol.12 , pp. 794-810
    • Dong, C.1    Clarke, D.B.2    Nambisan, S.S.3    Huang, B.4
  • 17
    • 84901033661 scopus 로고    scopus 로고
    • Multivariate random-parameters zero-inflated negative binomial regression model: an application to estimate crash frequencies at intersections
    • Dong, C., Clarke, D.B., Yan, X., Khattak, A., Huang, B., Multivariate random-parameters zero-inflated negative binomial regression model: an application to estimate crash frequencies at intersections. Accid. Anal. Prev. 70 (2014), 320–329.
    • (2014) Accid. Anal. Prev. , vol.70 , pp. 320-329
    • Dong, C.1    Clarke, D.B.2    Yan, X.3    Khattak, A.4    Huang, B.5
  • 18
    • 84880054250 scopus 로고    scopus 로고
    • Creating and managing spatial-weighting matrices with the spmat command
    • Drukker, D.M., Peng, H., Prucha, I.R., Raciborski, R., Creating and managing spatial-weighting matrices with the spmat command. Stata J. 13 (2013), 242–286.
    • (2013) Stata J. , vol.13 , pp. 242-286
    • Drukker, D.M.1    Peng, H.2    Prucha, I.R.3    Raciborski, R.4
  • 19
    • 67949107931 scopus 로고    scopus 로고
    • Accident prediction models with random corridor parameters
    • El-Basyouny, K., Sayed, T., Accident prediction models with random corridor parameters. Accid. Anal. Prev. 41 (2009), 1118–1123.
    • (2009) Accid. Anal. Prev. , vol.41 , pp. 1118-1123
    • El-Basyouny, K.1    Sayed, T.2
  • 20
    • 67349231302 scopus 로고    scopus 로고
    • Collision prediction models using multivariate Poisson-lognormal regression
    • El-Basyouny, K., Sayed, T., Collision prediction models using multivariate Poisson-lognormal regression. Accid. Anal. Prev. 41 (2009), 820–828.
    • (2009) Accid. Anal. Prev. , vol.41 , pp. 820-828
    • El-Basyouny, K.1    Sayed, T.2
  • 21
    • 85173160460 scopus 로고    scopus 로고
    • Urban arterial accident prediction models with spatial effects. Transport. Res. Record: J. Transport. Res. Board, 27–33.
    • El-Basyouny, K., Sayed, T., 2009c. Urban arterial accident prediction models with spatial effects. Transport. Res. Record: J. Transport. Res. Board, 27–33.
    • (2009)
    • El-Basyouny, K.1    Sayed, T.2
  • 22
    • 78650020622 scopus 로고    scopus 로고
    • A full Bayes multivariate intervention model with random parameters among matched pairs for before–after safety evaluation
    • El-Basyouny, K., Sayed, T., A full Bayes multivariate intervention model with random parameters among matched pairs for before–after safety evaluation. Accid. Anal. Prev. 43 (2011), 87–94.
    • (2011) Accid. Anal. Prev. , vol.43 , pp. 87-94
    • El-Basyouny, K.1    Sayed, T.2
  • 23
    • 84865432744 scopus 로고    scopus 로고
    • Safety performance functions using traffic conflicts
    • El-Basyouny, K., Sayed, T., Safety performance functions using traffic conflicts. Saf. Sci. 51 (2013), 160–164.
    • (2013) Saf. Sci. , vol.51 , pp. 160-164
    • El-Basyouny, K.1    Sayed, T.2
  • 24
    • 85047625318 scopus 로고    scopus 로고
    • Preparing a nation for autonomous vehicles: 1 opportunities, barriers and policy recommendations for 2 capitalizing on self-driven vehicles 3. Transport. Res. Board.
    • Fagnant, D.J., Kockelman, K., 2014. Preparing a nation for autonomous vehicles: 1 opportunities, barriers and policy recommendations for 2 capitalizing on self-driven vehicles 3. Transport. Res. Board.
    • (2014)
    • Fagnant, D.J.1    Kockelman, K.2
  • 25
    • 85047627375 scopus 로고
    • Forecasting volatility using historical data, New York University. Stern School of Business, Finance Department. Working Paper Series.
    • Figlewski, S., 1994. Forecasting volatility using historical data, New York University. Stern School of Business, Finance Department. Working Paper Series, 1994.
    • (1994)
    • Figlewski, S.1
  • 26
    • 85018789433 scopus 로고    scopus 로고
    • A random thresholds random parameters hierarchical ordered probit analysis of highway accident injury-severities
    • Fountas, G., Anastasopoulos, P.C., A random thresholds random parameters hierarchical ordered probit analysis of highway accident injury-severities. Anal. Method Acc. Res. 15 (2017), 1–16.
    • (2017) Anal. Method Acc. Res. , vol.15 , pp. 1-16
    • Fountas, G.1    Anastasopoulos, P.C.2
  • 28
    • 85045246444 scopus 로고    scopus 로고
    • Parametric ordinal logistic regression and non-parametric decision tree approaches for assessing the impact of weather conditions on driver speed selection using naturalistic driving data. Transport. Res. Rec. 0361198118758035.
    • Ghasemzadeh, A., Hammit, B.E., Ahmed, M.M., Young, R.K., 2018. Parametric ordinal logistic regression and non-parametric decision tree approaches for assessing the impact of weather conditions on driver speed selection using naturalistic driving data. Transport. Res. Rec. 0361198118758035.
    • (2018)
    • Ghasemzadeh, A.1    Hammit, B.E.2    Ahmed, M.M.3    Young, R.K.4
  • 29
    • 85033723921 scopus 로고    scopus 로고
    • A mixed traffic capacity analysis and lane management model for connected automated vehicles: a Markov chain method
    • Ghiasi, A., Hussain, O., Qian, Z.S., Li, X., A mixed traffic capacity analysis and lane management model for connected automated vehicles: a Markov chain method. Transport. Res. B: Methodol. 106 (2017), 266–292.
    • (2017) Transport. Res. B: Methodol. , vol.106 , pp. 266-292
    • Ghiasi, A.1    Hussain, O.2    Qian, Z.S.3    Li, X.4
  • 30
    • 85047611912 scopus 로고    scopus 로고
    • Speed harmonization algorithm using connected autonomous vehicles. In: 96th Annual Meeting of the Transportation Research Board, Washington, DC.
    • Ghiasi, A., Ma, J., Zhou, F., Li, X., 2017b. Speed harmonization algorithm using connected autonomous vehicles. In: 96th Annual Meeting of the Transportation Research Board, Washington, DC.
    • (2017)
    • Ghiasi, A.1    Ma, J.2    Zhou, F.3    Li, X.4
  • 31
    • 85047627823 scopus 로고    scopus 로고
    • Roadway safety information analysis: a manual for local rural road owners. U.S. Federal Highway Administration.
    • Golembiewski, G., Chandler, B., 2011. Roadway safety information analysis: a manual for local rural road owners. U.S. Federal Highway Administration.
    • (2011)
    • Golembiewski, G.1    Chandler, B.2
  • 32
    • 71549125242 scopus 로고    scopus 로고
    • Modeling signalized intersection safety with corridor-level spatial correlations
    • Guo, F., Wang, X., Abdel-Aty, M.A., Modeling signalized intersection safety with corridor-level spatial correlations. Accid. Anal. Prev. 42 (2010), 84–92.
    • (2010) Accid. Anal. Prev. , vol.42 , pp. 84-92
    • Guo, F.1    Wang, X.2    Abdel-Aty, M.A.3
  • 33
    • 0009953436 scopus 로고    scopus 로고
    • Speed choice in relation to speed limit and influences from other drivers
    • Haglund, M., Åberg, L., Speed choice in relation to speed limit and influences from other drivers. Transport. Res. Part F: Traffic Psychol. Behav. 3 (2000), 39–51.
    • (2000) Transport. Res. Part F: Traffic Psychol. Behav. , vol.3 , pp. 39-51
    • Haglund, M.1    Åberg, L.2
  • 34
    • 84979660395 scopus 로고    scopus 로고
    • A probabilistic model of pedestrian crossing behavior at signalized intersections for connected vehicles
    • Hashimoto, Y., Gu, Y., Hsu, L.-T., Iryo-Asano, M., Kamijo, S., A probabilistic model of pedestrian crossing behavior at signalized intersections for connected vehicles. Transport. Res. Part C: Emerg. Technol. 71 (2016), 164–181.
    • (2016) Transport. Res. Part C: Emerg. Technol. , vol.71 , pp. 164-181
    • Hashimoto, Y.1    Gu, Y.2    Hsu, L.-T.3    Iryo-Asano, M.4    Kamijo, S.5
  • 35
    • 85047610503 scopus 로고    scopus 로고
    • Safety at Intersections in oregon–a preliminary update of statewide intersection crash rates.
    • Hazel, D.R., 2015. Safety at Intersections in oregon–a preliminary update of statewide intersection crash rates.
    • (2015)
    • Hazel, D.R.1
  • 36
    • 85047605597 scopus 로고    scopus 로고
    • Safety pilot model deployment – one day sample data environment data handbook. In: Research and technology innovation administration. research and technology innovation administration, U. D. O. T. (ed.). McLean, VA.
    • Henclewood, D., 2014. Safety pilot model deployment – one day sample data environment data handbook. In: Research and technology innovation administration. research and technology innovation administration, U. D. O. T. (ed.). McLean, VA.
    • (2014)
    • Henclewood, D.1
  • 37
    • 0004262735 scopus 로고    scopus 로고
    • Robust Statistics
    • John Wiley & Sons
    • Huber, P.J., Robust Statistics. 2005, John Wiley & Sons.
    • (2005)
    • Huber, P.J.1
  • 38
    • 84946708783 scopus 로고    scopus 로고
    • Re-visiting crash–speed relationships: a new perspective in crash modelling
    • Imprialou, M.-I.M., Quddus, M., Pitfield, D.E., Lord, D., Re-visiting crash–speed relationships: a new perspective in crash modelling. Accid. Anal. Prev. 86 (2016), 173–185.
    • (2016) Accid. Anal. Prev. , vol.86 , pp. 173-185
    • Imprialou, M.-I.M.1    Quddus, M.2    Pitfield, D.E.3    Lord, D.4
  • 39
    • 85173206895 scopus 로고    scopus 로고
    • Automated analysis of pedestrian-vehicle: conflicts context for before-and-after studies. Transport. Res. Record: J. Transport. Res. Board, 52–64.
    • Ismail, K., Sayed, T., Saunier, N., 2010. Automated analysis of pedestrian-vehicle: conflicts context for before-and-after studies. Transport. Res. Record: J. Transport. Res. Board, 52–64.
    • (2010)
    • Ismail, K.1    Sayed, T.2    Saunier, N.3
  • 40
    • 85173187431 scopus 로고    scopus 로고
    • Automated analysis of pedestrian-vehicle conflicts using video data. Transport. Res. Rec.: J. Transport. Res. Board, 44–54.
    • Ismail, K., Sayed, T., Saunier, N., Lim, C., 2009. Automated analysis of pedestrian-vehicle conflicts using video data. Transport. Res. Rec.: J. Transport. Res. Board, 44–54.
    • (2009)
    • Ismail, K.1    Sayed, T.2    Saunier, N.3    Lim, C.4
  • 41
    • 84908082276 scopus 로고    scopus 로고
    • Traffic simulation of two adjacent unsignalized T-junctions during rush hours using Arena software
    • Kamrani, M., Abadi, S.M.H.E., Golroudbary, S.R., Traffic simulation of two adjacent unsignalized T-junctions during rush hours using Arena software. Simul. Model. Pract. Theory 49 (2014), 167–179.
    • (2014) Simul. Model. Pract. Theory , vol.49 , pp. 167-179
    • Kamrani, M.1    Abadi, S.M.H.E.2    Golroudbary, S.R.3
  • 42
    • 85047619244 scopus 로고    scopus 로고
    • Analyzing highly volatile driving trips taken by alternative fuel vehicles. In: Presented at the 96th Annual Meeting of the Transportation Research Board, Washington D.C.
    • Kamrani, M., Arvin, R., Khattak, A.J., 2018a. Analyzing highly volatile driving trips taken by alternative fuel vehicles. In: Presented at the 96th Annual Meeting of the Transportation Research Board, Washington D.C.
    • (2018)
    • Kamrani, M.1    Arvin, R.2    Khattak, A.J.3
  • 43
    • 85047377916 scopus 로고    scopus 로고
    • Extracting useful information from basic safety message data: an empirical study of driving volatility measures and crash frequency at intersections. Transport. Res. Record: J. Transport. Res. Board. 10.1177/0361198118773869.
    • Kamrani, M., Arvin, R., Khattak, A.J., 2018b. Extracting useful information from basic safety message data: an empirical study of driving volatility measures and crash frequency at intersections. Transport. Res. Record: J. Transport. Res. Board. 10.1177/0361198118773869.
    • (2018)
    • Kamrani, M.1    Arvin, R.2    Khattak, A.J.3
  • 44
    • 85047638385 scopus 로고    scopus 로고
    • A framework to process and analyze driver, vehicle and road infrastructure volatilities in real-time. In: Presented at the 96th Annual Meeting of the Transportation Research Board, Washington D.C.
    • Kamrani, M., Khattak, A.J., Li, T., 2018c. A framework to process and analyze driver, vehicle and road infrastructure volatilities in real-time. In: Presented at the 96th Annual Meeting of the Transportation Research Board, Washington D.C.
    • (2018)
    • Kamrani, M.1    Khattak, A.J.2    Li, T.3
  • 45
    • 85049876657 scopus 로고    scopus 로고
    • Can data generated by connected vehicles enhance safety? Proactive approach to intersection safety management. Transport. Res. Rec.: J. Transport. Res. Board, 80–90.
    • Kamrani, M., Wali, B. & Khattak, A. J. 2017. Can data generated by connected vehicles enhance safety? Proactive approach to intersection safety management. Transport. Res. Rec.: J. Transport. Res. Board, 80–90.
    • (2017)
    • Kamrani, M.1    Wali, B.2    Khattak, A.J.3
  • 46
    • 84962343122 scopus 로고    scopus 로고
    • Study of driving volatility in connected and cooperative vehicle systems
    • national science foundation <>.
    • Khattak, A., Nambisan, S. & Chakraborty, S. 2015. Study of driving volatility in connected and cooperative vehicle systems. national science foundation < http://tesp.engr.utk.edu/research21/projects.php>.
    • (2015)
    • Khattak, A.1    Nambisan, S.2    Chakraborty, S.3
  • 47
    • 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. Transport. Res. Part C: Emerg. Technol. 84 (2017), 48–73.
    • (2017) Transport. Res. Part C: Emerg. Technol. , vol.84 , pp. 48-73
    • Khattak, A.J.1    Wali, B.2
  • 49
    • 85019019428 scopus 로고    scopus 로고
    • Efficient control of fully automated connected vehicles at freeway merge segments
    • Letter, C., Elefteriadou, L., Efficient control of fully automated connected vehicles at freeway merge segments. Transport. Res. Part C: Emerg. Technol. 80 (2017), 190–205.
    • (2017) Transport. Res. Part C: Emerg. Technol. , vol.80 , pp. 190-205
    • Letter, C.1    Elefteriadou, L.2
  • 50
    • 85172834555 scopus 로고    scopus 로고
    • Role of multiagency response and on-scene times in large-scale traffic incidents. Transport. Res. Rec.: J. Transport. Res. Board, 39–48.
    • Li, X., Khattak, A.J., Wali, B., 2017. Role of multiagency response and on-scene times in large-scale traffic incidents. Transport. Res. Rec.: J. Transport. Res. Board, 39–48.
    • (2017)
    • Li, X.1    Khattak, A.J.2    Wali, B.3
  • 51
    • 84936985782 scopus 로고    scopus 로고
    • The role of alternative fuel vehicles: Using behavioral and sensor data to model hierarchies in travel
    • Liu, J., Khattak, A., Wang, X., The role of alternative fuel vehicles: Using behavioral and sensor data to model hierarchies in travel. Transport. Res. Part C: Emerg. Technol. 55 (2015), 379–392.
    • (2015) Transport. Res. Part C: Emerg. Technol. , vol.55 , pp. 379-392
    • Liu, J.1    Khattak, A.2    Wang, X.3
  • 52
    • 85008889794 scopus 로고    scopus 로고
    • A comparative study of driving performance in metropolitan regions using large-scale vehicle trajectory data: Implications for sustainable cities
    • Liu, J., Khattak, A., Wang, X., A comparative study of driving performance in metropolitan regions using large-scale vehicle trajectory data: Implications for sustainable cities. Int. J. Sustain. Transport. 11 (2017), 170–185.
    • (2017) Int. J. Sustain. Transport. , vol.11 , pp. 170-185
    • Liu, J.1    Khattak, A.2    Wang, X.3
  • 53
    • 84962385792 scopus 로고    scopus 로고
    • Delivering improved alerts, warnings, and control assistance using basic safety messages transmitted between connected vehicles
    • Liu, J., Khattak, A.J., Delivering improved alerts, warnings, and control assistance using basic safety messages transmitted between connected vehicles. Transport. Res. Part C: Emerg. Technol. 68 (2016), 83–100.
    • (2016) Transport. Res. Part C: Emerg. Technol. , vol.68 , pp. 83-100
    • Liu, J.1    Khattak, A.J.2
  • 54
    • 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. Transport. Res. Part A: Pol. Pract. 44 (2010), 291–305.
    • (2010) Transport. Res. Part A: Pol. Pract. , vol.44 , pp. 291-305
    • Lord, D.1    Mannering, F.2
  • 55
    • 42749088635 scopus 로고    scopus 로고
    • A multivariate Poisson-lognormal regression model for prediction of crash counts by severity, using Bayesian methods
    • Ma, J., Kockelman, K.M., Damien, P., A multivariate Poisson-lognormal regression model for prediction of crash counts by severity, using Bayesian methods. Accid. Anal. Prev. 40 (2008), 964–975.
    • (2008) Accid. Anal. Prev. , vol.40 , pp. 964-975
    • Ma, J.1    Kockelman, K.M.2    Damien, P.3
  • 56
    • 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
  • 57
    • 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
  • 59
    • 0037321491 scopus 로고    scopus 로고
    • Reexamining criminal behavior: the importance of omitted variable bias
    • Mustard, D.B., Reexamining criminal behavior: the importance of omitted variable bias. Rev. Econ. Stat. 85 (2003), 205–211.
    • (2003) Rev. Econ. Stat. , vol.85 , pp. 205-211
    • Mustard, D.B.1
  • 60
    • 84861899720 scopus 로고    scopus 로고
    • The roles of exposure and speed in road safety analysis
    • Pei, X., Wong, S., Sze, N.-N., The roles of exposure and speed in road safety analysis. Accid. Anal. Prev. 48 (2012), 464–471.
    • (2012) Accid. Anal. Prev. , vol.48 , pp. 464-471
    • Pei, X.1    Wong, S.2    Sze, N.-N.3
  • 61
    • 0033247477 scopus 로고    scopus 로고
    • Exploring the black box: An analysis of work group diversity, conflict and performance
    • Pelled, L.H., Eisenhardt, K.M., Xin, K.R., Exploring the black box: An analysis of work group diversity, conflict and performance. Admin. Sci. Quart. 44 (1999), 1–28.
    • (1999) Admin. Sci. Quart. , vol.44 , pp. 1-28
    • Pelled, L.H.1    Eisenhardt, K.M.2    Xin, K.R.3
  • 62
    • 0032156531 scopus 로고    scopus 로고
    • Disaggregate safety performance models for signalized intersections on Ontario provincial roads. Transport. Res. Rec.: J. Transport. Res. Board, 113–120.
    • Persaud, B., Nguyen, T., 1998. Disaggregate safety performance models for signalized intersections on Ontario provincial roads. Transport. Res. Rec.: J. Transport. Res. Board, 113–120.
    • (1998)
    • Persaud, B.1    Nguyen, T.2
  • 63
    • 0002333607 scopus 로고    scopus 로고
    • Negative binomial analysis of intersection-accident frequencies
    • Poch, M., Mannering, F., Negative binomial analysis of intersection-accident frequencies. J. Transp. Eng. 122 (1996), 105–113.
    • (1996) J. Transp. Eng. , vol.122 , pp. 105-113
    • Poch, M.1    Mannering, F.2
  • 64
    • 18144409045 scopus 로고    scopus 로고
    • Hierarchical Bayesian estimation of safety performance functions for two-lane highways using Markov chain Monte Carlo modeling
    • Qin, X., Ivan, J.N., Ravishanker, N., Liu, J., Hierarchical Bayesian estimation of safety performance functions for two-lane highways using Markov chain Monte Carlo modeling. J. Transp. Eng. 131 (2005), 345–351.
    • (2005) J. Transp. Eng. , vol.131 , pp. 345-351
    • Qin, X.1    Ivan, J.N.2    Ravishanker, N.3    Liu, J.4
  • 65
    • 84872388803 scopus 로고    scopus 로고
    • Exploring the relationship between average speed, speed variation, and accident rates using spatial statistical models and GIS
    • Quddus, M., Exploring the relationship between average speed, speed variation, and accident rates using spatial statistical models and GIS. J. Transport. Saf. Secur. 5 (2013), 27–45.
    • (2013) J. Transport. Saf. Secur. , vol.5 , pp. 27-45
    • Quddus, M.1
  • 66
    • 85047633338 scopus 로고    scopus 로고
    • Motorcycle crash prediction model for signalised intersections. WIT Transactions on The Built Environment, 52.
    • Quddus, M., Chin, H., Wang, J., 2001. Motorcycle crash prediction model for signalised intersections. WIT Transactions on The Built Environment, 52.
    • (2001)
    • Quddus, M.1    Chin, H.2    Wang, J.3
  • 67
    • 46149122279 scopus 로고    scopus 로고
    • Modelling area-wide count outcomes with spatial correlation and heterogeneity: an analysis of London crash data
    • Quddus, M.A., Modelling area-wide count outcomes with spatial correlation and heterogeneity: an analysis of London crash data. Accid. Anal. Prev. 40 (2008), 1486–1497.
    • (2008) Accid. Anal. Prev. , vol.40 , pp. 1486-1497
    • Quddus, M.A.1
  • 68
    • 36849028673 scopus 로고    scopus 로고
    • Characterizing driver behavior on signalized intersection approaches at the onset of a yellow-phase trigger
    • Rakha, H., El-Shawarby, I., Setti, J.R., Characterizing driver behavior on signalized intersection approaches at the onset of a yellow-phase trigger. IEEE Trans. Intell. Transp. Syst. 8 (2007), 630–640.
    • (2007) IEEE Trans. Intell. Transp. Syst. , vol.8 , pp. 630-640
    • Rakha, H.1    El-Shawarby, I.2    Setti, J.R.3
  • 69
    • 83755173328 scopus 로고    scopus 로고
    • Eco-driving at signalized intersections using V2I communication. Intelligent Transportation Systems (ITSC) 14th International IEEE Conference on. IEEE, 341–346.
    • Rakha, H., Kamalanathsharma, R.K., 2011. Eco-driving at signalized intersections using V2I communication. Intelligent Transportation Systems (ITSC), 2011 14th International IEEE Conference on. IEEE, 341–346.
    • (2011)
    • Rakha, H.1    Kamalanathsharma, R.K.2
  • 70
    • 85173151541 scopus 로고    scopus 로고
    • Large-scale automated analysis of vehicle interactions and collisions. Transport. Res. Rec.: J. Transport. Res. Board, 42–50.
    • Saunier, N., Sayed, T., Ismail, K., 2010. Large-scale automated analysis of vehicle interactions and collisions. Transport. Res. Rec.: J. Transport. Res. Board, 42–50.
    • (2010)
    • Saunier, N.1    Sayed, T.2    Ismail, K.3
  • 71
    • 0344034791 scopus 로고    scopus 로고
    • An accident waiting to happen: a spatial approach to proactive pedestrian planning
    • Schneider, R.J., Ryznar, R.M., Khattak, A.J., An accident waiting to happen: a spatial approach to proactive pedestrian planning. Accid. Anal. Prev. 36 (2004), 193–211.
    • (2004) Accid. Anal. Prev. , vol.36 , pp. 193-211
    • Schneider, R.J.1    Ryznar, R.M.2    Khattak, A.J.3
  • 72
    • 85044155148 scopus 로고    scopus 로고
    • Pedestrians’ exposure to road traffic crashes in urban environment: a case study of Peshawar, Pakistan
    • Shah, S.A.A., Ahmad, N., Ha, A.B., Pedestrians’ exposure to road traffic crashes in urban environment: a case study of Peshawar, Pakistan. J. Pakistan Med. Assoc. 68 (2018), 615–623.
    • (2018) J. Pakistan Med. Assoc. , vol.68 , pp. 615-623
    • Shah, S.A.A.1    Ahmad, N.2    Ha, A.B.3
  • 75
    • 85047616783 scopus 로고    scopus 로고
    • Surrogate measures of safety. White paper, ANB20 (3) Subcommittee on Surrogate Measures of Safety.
    • Tarko, A., Davis, G., Saunier, N., Sayed, T., Washington, S., 2009. Surrogate measures of safety. White paper, ANB20 (3) Subcommittee on Surrogate Measures of Safety.
    • (2009)
    • Tarko, A.1    Davis, G.2    Saunier, N.3    Sayed, T.4    Washington, S.5
  • 76
    • 34548811855 scopus 로고    scopus 로고
    • Factors contributing to the severity of intersection crashes
    • Tay, R., Rifaat, S.M., Factors contributing to the severity of intersection crashes. J. Adv. Transport. 41 (2007), 245–265.
    • (2007) J. Adv. Transport. , vol.41 , pp. 245-265
    • Tay, R.1    Rifaat, S.M.2
  • 77
    • 85049910076 scopus 로고    scopus 로고
    • An ordered-probit analysis of enforcement of road speed limits
    • Wali, B., Ahmed, A., Ahmad, N., An ordered-probit analysis of enforcement of road speed limits. Proc. Inst. Civil Eng.-Transp., 1–10, 2017, 10.1680/jtran.16.00141.
    • (2017) Proc. Inst. Civil Eng.-Transp. , vol.1-10
    • Wali, B.1    Ahmed, A.2    Ahmad, N.3
  • 78
    • 85019976240 scopus 로고    scopus 로고
    • Effectiveness of enforcement levels of speed limit and drink driving laws and associated factors–exploratory empirical analysis using a bivariate ordered probit model
    • Wali, B., Ahmed, A., Iqbal, S., Hussain, A., 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 Transport. Eng. (English Edition) 4 (2017), 272–279.
    • (2017) J. Traffic Transport. Eng. (English Edition) , vol.4 , pp. 272-279
    • Wali, B.1    Ahmed, A.2    Iqbal, S.3    Hussain, A.4
  • 79
    • 85047071857 scopus 로고    scopus 로고
    • Analyzing within garage fuel economy gaps to support vehicle purchasing decisions – a copula-based modeling & forecasting approach. Transport. Res. Part D: Transp. Environ. (Accepted for Publication).
    • Wali, B., Greene, D., Khattak, A., Liu, J., 2018a. Analyzing within garage fuel economy gaps to support vehicle purchasing decisions – a copula-based modeling & forecasting approach. Transport. Res. Part D: Transp. Environ. (Accepted for Publication).
    • (2018)
    • Wali, B.1    Greene, D.2    Khattak, A.3    Liu, J.4
  • 80
    • 85047613463 scopus 로고    scopus 로고
    • Fuel economy gaps within & across garages: a bivariate random parameters seemingly unrelated regression approach (forthcoming)
    • Wali, B., Khattak, A., David, G., Liu, J., Fuel economy gaps within & across garages: a bivariate random parameters seemingly unrelated regression approach (forthcoming). Int. J. Sustain. Transport., 2018, 10.1080/15568318.2018.1466222.
    • (2018) Int. J. Sustain. Transport.
    • Wali, B.1    Khattak, A.2    David, G.3    Liu, J.4
  • 81
    • 85046701500 scopus 로고    scopus 로고
    • Development of safety performance functions for tennessee: unobserved heterogeneity & functional form analysis (Accepted for publication). Transport. Res. Record: J. Transport. Res. Board 10.1177/0361198118767409.
    • Wali, B., Khattak, A., Waters, J., Chimba, D., Li, X., 2018c. Development of safety performance functions for tennessee: unobserved heterogeneity & functional form analysis (Accepted for publication). Transport. Res. Record: J. Transport. Res. Board 10.1177/0361198118767409.
    • (2018)
    • Wali, B.1    Khattak, A.2    Waters, J.3    Chimba, D.4    Li, X.5
  • 82
    • 85032978879 scopus 로고    scopus 로고
    • Contributory fault and level of personal injury to drivers involved in head-on collisions: application of copula-based bivariate ordinal models
    • Wali, B., Khattak, A., Xu, J., Contributory fault and level of personal injury to drivers involved in head-on collisions: application of copula-based bivariate ordinal models. Accid. Anal. Prev. 110 (2017), 101–114, 10.1016/j.aap.2017.10.018.
    • (2017) Accid. Anal. Prev. , vol.110 , pp. 101-114
    • Wali, B.1    Khattak, A.2    Xu, J.3
  • 83
    • 85047613999 scopus 로고    scopus 로고
    • Karnowski, T.d. How driving volatility in time to collision relates to crash severity in a naturalistic driving environment? In: Presented at the Transportation Research Board 97th Annual Meeting, Washington DC.
    • Wali, B., Khattak, A.J., Karnowski, T., 2018d. How driving volatility in time to collision relates to crash severity in a naturalistic driving environment? In: Presented at the Transportation Research Board 97th Annual Meeting, Washington DC, 2018.
    • (2018)
    • Wali, B.1    Khattak, A.J.2
  • 84
    • 85047649364 scopus 로고    scopus 로고
    • The limitations of standard deviation as a measure of bond portfolio risk
    • Wander, B.H., D'Vari, R., The limitations of standard deviation as a measure of bond portfolio risk. J. Wealth Manage. 6 (2003), 35–38.
    • (2003) J. Wealth Manage. , vol.6 , pp. 35-38
    • Wander, B.H.1    D'Vari, R.2
  • 85
    • 84940462319 scopus 로고    scopus 로고
    • What is the level of volatility in instantaneous driving decisions? Transport. Res. Part C: Emerg. Technol. 10.1016/j.trc.2014.12.014.
    • Wang, X., Khattak, A., Liu, J., Masghati-Amoli, G., Son, S., 2015. What is the level of volatility in instantaneous driving decisions? Transport. Res. Part C: Emerg. Technol. 10.1016/j.trc.2014.12.014.
    • (2015)
    • Wang, X.1    Khattak, A.2    Liu, J.3    Masghati-Amoli, G.4    Son, S.5
  • 86
    • 85069304767 scopus 로고    scopus 로고
    • Statistical and Econometric Methods for Transportation Data Analysis. CRC Press.
    • Washington, S.P., Karlaftis, M.G., Mannering, F., 2010. Statistical and Econometric Methods for Transportation Data Analysis. CRC Press.
    • (2010)
    • Washington, S.P.1    Karlaftis, M.G.2    Mannering, F.3
  • 87
    • 1942443226 scopus 로고    scopus 로고
    • Predicting risk sensitivity in humans and lower animals: risk as variance or coefficient of variation
    • Weber, E.U., Shafir, S., Blais, A.-R., Predicting risk sensitivity in humans and lower animals: risk as variance or coefficient of variation. Psychol. Rev., 111, 2004, 430.
    • (2004) Psychol. Rev. , vol.111 , pp. 430
    • Weber, E.U.1    Shafir, S.2    Blais, A.-R.3
  • 88
    • 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.
    • (2017) Accid. Anal. Prev. , vol.100 , pp. 37-43
    • Zeng, Q.1    Wen, H.2    Huang, H.3    Abdel-Aty, M.4
  • 89
    • 85017534866 scopus 로고    scopus 로고
    • Estimating traffic volumes for signalized intersections using connected vehicle data
    • Zheng, J., Liu, H.X., Estimating traffic volumes for signalized intersections using connected vehicle data. Transport. Res. Part C: Emerg. Technol. 79 (2017), 347–362.
    • (2017) Transport. Res. Part C: Emerg. Technol. , vol.79 , pp. 347-362
    • Zheng, J.1    Liu, H.X.2
  • 90
    • 85173145075 scopus 로고    scopus 로고
    • Intersection safety at high-speed signalized intersections: number of vehicles in dilemma zone as potential measure. Transport. Res. Record: J. Transport. Res. Board, 126–133.
    • Zimmerman, K., Bonneson, J., 2004. Intersection safety at high-speed signalized intersections: number of vehicles in dilemma zone as potential measure. Transport. Res. Record: J. Transport. Res. Board, 126–133.
    • (2004)
    • Zimmerman, K.1    Bonneson, J.2
  • 92
    • 84904671645 scopus 로고    scopus 로고
    • Hybrid powertrain optimization with trajectory prediction based on inter-vehicle-communication and vehicle-infrastructure-integration
    • Zulkefli, M.A.M., Zheng, J., Sun, Z., Liu, H.X., Hybrid powertrain optimization with trajectory prediction based on inter-vehicle-communication and vehicle-infrastructure-integration. Transport. Res. Part C: Emerg. Technol. 45 (2014), 41–63.
    • (2014) Transport. Res. Part C: Emerg. Technol. , vol.45 , pp. 41-63
    • Zulkefli, M.A.M.1    Zheng, J.2    Sun, Z.3    Liu, H.X.4


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.