Incorporating spatial dependence in simultaneously modeling crash frequency and severity

Analytic Methods in Accident Research

Volumn 2, Issue , 2014, Pages 1-11

  Chiou, Yu Chiun ^a   Fu, Chiang ^a   Hsieh, Chih Wei ^a  

^a NATIONAL CHIAO TUNG UNIVERSITY   (Taiwan)

Author keywords

Multinomial generalized Poisson with error components; Spatial dependence; Spatial errors; Spatial exogenous function

Indexed keywords

FREQUENCY ESTIMATION; HIGHWAY ACCIDENTS; RISK ASSESSMENT; RISK PERCEPTION;

ACCIDENT ANALYSIS; BIASED ESTIMATES; ERROR COMPONENTS; ESTIMATION RESULTS; SPATIAL AUTO REGRESSIONS; SPATIAL CORRELATIONS; SPATIAL DEPENDENCE; SPATIAL ERRORS;

ERRORS;

EID: 84897805378     PISSN: 22136657     EISSN: None     Source Type: Journal    
DOI: 10.1016/j.amar.2013.12.001     Document Type: Article

References (42)

1. J. Aguero-Valverde, and P.P. Jovanis Spatial analysis of fatal and injury crashes in Pennsylvania Accident Analysis and Prevention 38 3 2006 618 625
2. J. Aguero-Valverde Multivariate spatial models of excess crash frequency at area level: Case of Costa Rica Accident Analysis and Prevention 59 2013 365 373
3. L. Anselin Spatial Econometrics: Methods and Models 1988 Kluwer Academic The Netherlands
4. L. Anselin Under the hood issues in specification and interpretation of spatial regression models Agricultural Economics 27 2002 247 267 (Pubitemid 35464800)
5. Aptech Systems GAUSS Version 9.0 User Guide 2008 Aptech Systems, Inc
6. Aptech Systems, 2012. Online Official web site: 〈http: //www.aptech.com/âŒ; (accessed October, 2013).
7. Bhat, C.R., Paleti, R., Singh P., 2012. A spatial multivariate count model for firm location decisions (Technical paper), Department of Civil, Architectural and Environmental Engineering, The University of Texas at Austin. Retrieved from: 〈http://www.caee.utexas.edu/prof/bhat/PAPERS. htmâŒ;
8. M. Castro, R. Paleti, and C.R. Bhat A latent variable representation of count data models to accommodate spatial and temporal dependence: application to predicting crash frequency at intersections Transportation Research Part B 46 1 2012 253 272
9. M. Castro, R. Paleti, and C.R. Bhat A spatial generalized ordered response model to examine highway crash injury severity Accident Analysis and Prevention 52 2013 188 203
10. Y.C. Chiou, and C. Fu Modeling crash frequency and severity using multinomial generalized Poisson model with error components Accident Analysis and Prevention 50 2013 73 82
11. Chiou, Y.C., Fu, C., Hsieh, C.W., 2013a. Incorporating spatial dependence in simultaneously modeling crash frequency and severity. In: Proceedings of the 4th International Conference on Road Safety and Simulation, October 23-25, Rome, Italy.
12. E.C. Delmelle, J.-C. Thill, and H.-H. Ha Spatial epidemiologic analysis of relative collision risk factors among urban bicyclists and pedestrians Transportation 39 2 2012 433 448
13. D. Dissanayake, J. Aryaijab, and P. Wedagamac Modeling the effects of land use and temporal factors on child pedestrian casualties Accident Analysis and Prevention 41 4 2009 1016 1024
14. H.F. Eckey, R. Kosfeld, and M. Türck Regional convergence in Germany: a geographically weighted regression approach Spatial Economic Analysis 2 1 2007 45 64
15. F. Famoye, J.T. Wulu, and K.P. Singh On the generalized Poisson regression model with an application to accident data Journal of Data Science 2 2004 287 295
16. F. Guo, X. Wang, and M. Abdel-Aty Modeling signalized intersection safety with corridor spatial correlations Accident Analysis and Prevention 42 1 2010 84 92
17. H.H. Ha, and J.C. Thill Analysis of traffic hazard intensity: A spatial epidemiology case study of urban pedestrians Computers, Environment and Urban Systems 35 3 2011 230 240
18. R. Kosfeld, H.F. Eckey, and C. Dreger Regional productivity and income convergence in the unified Germany, 1992-2000 Regional Studies 47 2006 755 767 (Pubitemid 44596448)
19. E.A. LaScala, D. Gerber, and P.J. Gruenewald Demographic and environmental correlates of pedestrian injury collisions: a spatial analysis Accident Analysis and Prevention 32 5 2000 651 658
20. D. Lord, and F. Mannering The statistical analysis of crash-frequency data: a review and assessment of methodological alternatives Transportation Research Part A 44 5 2010 91 305
21. S.-P. Miaou, J. Song, and B. Mallick Roadway traffic crash mapping: a space-time modeling approach Journal of Transportation and Statistics 6 1 2003 33 58
22. S.-P. Miaou, and J. Song Bayesian ranking of sites for engineering safety improvements: decision parameter, treatability concept, statistical criterion and spatial dependence Accident Analysis and Prevention 37 4 2005 699 720 (Pubitemid 40753442)
23. Y. MacNab Bayesian spatial and ecological models for small-area crash and injury analysis Accident Analysis and Prevention 36 6 2004 1019 1028
24. M.J. Maher A bivariate negative binomial model to explain traffic accident migration Accident Analysis and Prevention 22 5 1990 487 498
25. J. Milton, V. Shankar, and F. Mannering Highway accident severities and the mixed logit model: an exploratory empirical analysis Accident Analysis and Prevention 40 1 2008 260 266
26. F. Mannering, and C. Bhat Analytic methods in accident research: methodological frontier and future directions Analytic Methods in Accident Research 1 2014 1 22
27. Mohammadian, A., Haider, M., Kanaroglou, P., 2005. Incorporating observed spatial dependencies in random parameter discrete choice models. In: Proceedings of 84th Annual Meeting of the Transportation Research Board, Washington, D.C., U.S.
28. S. Narayanamoorthy, R. Paleti, and C.R. Bhat On accommodating spatial dependence in bicycle and pedestrian injury counts by severity level Transportation Research Part B 55 2013 245 264
29. M.A. Quddus Modeling area-wide count outcomes with spatial correlation and heterogeneity: An analysis of London crash data Accident Analysis and Prevention 40 2008 1486 1497
30. P. Savolainen, F. Mannering, D. Lord, and M. Quddus The statistical analysis of highway crash-injury severities: a review and assessment of methodological alternatives Accident Analysis and Prevention 43 5 2011 1666 1676
31. C. Siddiqui, M. Abdel-Aty, and K. Choi Macroscopic spatial analysis of pedestrian and bicycle crashes Accident Analysis and Prevention 45 2012 382 391
32. R. Sidharthan, and C.R. Bhat Incorporating spatial dynamics and temporal dependency in land use change models Geographical Analysis 44 4 2012 321 349
33. J.J. Song, M. Ghosh, S. Miaou, and B. Mallick Bayesian multivariate spatial models for roadway traffic crash mapping Journal of Multivariate Analysis 97 1 2006 246 273 (Pubitemid 41683906)
34. J.V. Terza, and P.W. Wilson Analyzing frequencies of several types of events: a mixed multinomial-Poisson approach The Review of Economics and Statistics 72 1 1990 108 115
35. K. Train Discrete Choice Methods with Simulation 2003 Cambridge University Press Cambridge, UK
36. Van der Kruk. R., 2002. A General Spatial ARMA Model: Theory and Application. Conference Paper of ERSA (Europian Regional Science Association, Dortmund, Germany), pp. 110-131.
37. C. Wang, M.A. Quddus, and S.G. Ison Impact of traffic congestion on road accidents: a spatial analysis of the M25 motorway in England Accident Analysis and Prevention 41 4 2009 798 808
38. C. Wang, M.A. Quddus, and S.G. Ison Predicting accident frequency at their severity levels and its application in site ranking using a two-stage mixed multivariate model Accident Analysis and Prevention 43 6 2011 1979 1990
39. X. Wang, and M. Abdel-Aty Temporal and spatial analyses of rear-end crashes at signalized intersections Accident Analysis and Prevention 38 6 2006 1137 1150 (Pubitemid 44465831)
40. Y. Wang, and K.M. Kockelman A Poisson-lognormal conditional- autoregressive model for multivariate spatial analysis of pedestrian crash counts across neighborhoods Accident Analysis and Prevention 60 1 2013 71 84
41. X. Ye, R.M. Pendyala, S.P. Washington, K. Konduri, and J. Oh A simultaneous equations model of crash frequency by collision type for rural intersections Safety Science 47 3 2009 443 452
42. X. Ye, R.M. Pendyala, V. Shankar, and K.C. Konduri A simultaneous equations model of crash frequency by severity level for freeway sections Accident Analysis and Prevention 57 1 2013 140 149