Spatial effects on zone-level collision prediction models

Transportation Research Record

Volumn , Issue 2398, 2013, Pages 50-59

  Karim, M ^a   Wahba, Mohamed ^b   Sayed, Tarek ^c  

^a UNIVERSITY OF ALBERTA   (Canada)

^b UNIVERSITY OF TORONTO   (Canada)

^c UNIVERSITY OF BRITISH COLUMBIA   (Canada)

Author keywords

[No Author keywords available]

Indexed keywords

APPLICATION PROGRAMS; PARAMETER ESTIMATION;

BRITISH COLUMBIA; COLLISION PREDICTION MODEL; DEVELOPED MODEL; GOODNESS OF FIT; NEGATIVE BINOMIAL; ROADWAY SAFETY; SOCIO-DEMOGRAPHIC CHARACTERISTICS; SPATIAL CORRELATIONS; SPATIAL EFFECT; SPATIAL VARIABLES;

FORECASTING;

EID: 84896999980     PISSN: 03611981     EISSN: None     Source Type: Journal    
DOI: 10.3141/2398-06     Document Type: Article

References (16)

1. de Leur, P., and T. Sayed. A Framework to Proactively Consider Road Safety Within the Road Planning Process. Canadian Journal of Civil Engineering, Vol. 30, No. 4, 2003, pp. 711-719.
2. Canadian Motor Vehicle Collision Statistics: 2007. TP 3322. Road Safety and Motor Vehicle Regulation Directorate, Transport Canada, Ottawa, Ontario, 2010.
3. Aguero-Valverde, J., and P. P. Jovanis. Analysis of Road Crash Frequency with Spatial Models. In Transportation Research Record: Journal of the Transportation Research Board, No. 2061, Transportation Research Board of the National Academies, Washington, D.C., 2008, pp. 55-63.
4. El-Basyouny, K., and T. A. Sayed. Urban Arterial Accident Prediction Models with Spatial Effects. In Transportation Research Record: Journal of the Transportation Research Board, No. 2102, Transportation Research Board of the National Academies, Washington, D.C., 2009, pp. 27-33.
5. Wang, X., and M. Abdel-Aty. Temporal and Spatial Analyses of Rear-End Crashes at Signalized Intersections. Accident Analysis and Prevention, Vol. 38, No. 6, 2006, pp. 1137-1150.
6. Karim, M. A., M. M. Wahba, and T. Sayed. Evaluating the Safety Estimates of Transit Operations and City Transportation Plans. Presented at 91st Annual Meeting of the Transportation Research Board, Washington, D.C., 2012.
7. Levine, N., K. E. Kim, and L. H. Nitz. Spatial Analysis of Honolulu Motor Vehicle Crashes: I. Spatial Patterns. Accident Analysis and Prevention, Vol. 27, No. 5, 1995, pp. 663-674.
8. Levine, N., K. E. Kim, and L. H. Nitz. Spatial Analysis of Honolulu Motor Vehicle Crashes: II. Zonal Generators. Accident Analysis and Prevention, Vol. 27, No. 5, 1995, pp. 675-685.
9. Aguero-Valverde, J., and P. P. Jovanis. Spatial Analysis of Fatal and Injury Crashes in Pennsylvania. Accident Analysis and Prevention, Vol. 38, No. 3, 2006, pp. 618-625.
10. Huang, H., M. A. Abdel-Aty, and A. L. Darwiche. County-Level Crash Risk Analysis in Florida: Bayesian Spatial Modeling. In Transportation Research Record: Journal of the Transportation Research Board, No. 2148, Transportation Research Board of the National Academies, Washington, D.C., 2010, pp. 27-37.
11. Lovegrove, G. R., and T. Sayed. Macro-Level Collision Prediction Models for Evaluating Neighbourhood Traffic Safety. Canadian Journal of Civil Engineering, Vol. 33, No. 5, 2006, pp. 609-621.
12. Lovegrove, G. R., and T. Sayed. Using Macrolevel Collision Prediction Models in Road Safety Planning Applications. In Transportation Research Record: Journal of the Transportation Research Board, No. 1950, Transportation Research Board of the National Academies, Washington, D.C., 2006, pp. 73-82.
13. Transport 2040: A Transportation Strategy for Metro Vancouver, Now and in the Future. TransLink, Vancouver, British Columbia, Canada, 2008.
14. Bedrick, E. J., R. Christensen, and W. Johnson. A New Perspective on Priors for Generalized Linear Models. Journal of the American Statistical Association, Vol. 91, 1996, pp. 1450-1460.
15. Schluter, P. J., J. J. Deely, and A. J. Nicholson. Ranking and Selecting Motor Vehicle Accident Sites by Using a Hierarchical Bayesian Model. Statistician, Vol. 46, No. 3, 1997, pp. 293-316.
16. Khondakar, B., T. Sayed, and G. Lovegrove. Transferability of Community-Based Collision Prediction Models for Use in Road Safety Planning Applications. Journal of Transportation Engineering, ASCE, Vol. 136, No. 10, 2010, pp. 871-880.