Multivariate crash modeling for motor vehicle and non-motorized modesat the macroscopic level

Accident Analysis and Prevention

Volumn 78, Issue , 2015, Pages 146-154

  Lee, Jaeyoung ^a   Abdel Aty, Mohamed ^a   Jiang, Ximiao ^a  

^a University of Central Florida   (United States)

Author keywords

Bayesian modeling; Macroscopic analysis; Multivariate modeling; Spatial modeling; Traffic analysis zones; Transportation safety planning

Indexed keywords

ACCIDENT PREVENTION; ACCIDENTS; BAYESIAN NETWORKS; DECISION MAKING; TRAFFIC CONTROL;

BAYESIAN MODEL; MACROSCOPIC ANALYSIS; MULTIVARIATE MODELING; SPATIAL MODELING; TRAFFIC ANALYSIS ZONES; TRANSPORTATION SAFETY;

MULTIVARIANT ANALYSIS;

ADOLESCENT; ADULT; AGED; BAYES THEOREM; COMPARATIVE STUDY; CYCLING; HUMAN; MIDDLE AGED; MOTOR VEHICLE; POISSON DISTRIBUTION; SAFETY; STATISTICS AND NUMERICAL DATA; THEORETICAL MODEL; TRAFFIC ACCIDENT; UNITED STATES; WALKING; WOUNDS AND INJURIES; YOUNG ADULT;

ACCIDENTS, TRAFFIC; ADOLESCENT; ADULT; AGED; BAYES THEOREM; BICYCLING; FLORIDA; HUMANS; MIDDLE AGED; MODELS, THEORETICAL; MOTOR VEHICLES; POISSON DISTRIBUTION; SAFETY; WALKING; WOUNDS AND INJURIES; YOUNG ADULT;

EID: 84925012514     PISSN: 00014575     EISSN: None     Source Type: Journal    
DOI: 10.1016/j.aap.2015.03.003     Document Type: Article

References (58)

1. M.A. Abdel-Aty, and A.E. Radwan Modeling traffic accident occurrence and involvement Accid. Anal. Prev. 32 5 2000 633 642
2. M. Abdel-Aty, C. Siddiqui, H. Huang, and X. Wang Integrating trip and roadwaycharacteristics to manage safety in traffic analysis zones Transp. Res. Rec.: J. Transp. Res. Board 2213 2011 20 28
3. M. Abdel-Aty, J. Lee, C. Siddiqui, and K. Choi Geographical unit based analysis in the context of transportation safety planning Transp. Res. Part A: Policy Pract. 49 2013 62 75
4. J. Aguero-Valverde, and P.P. Jovanis Spatial analysis of fatal and injury crashes in Pennsylvania Accid. Anal. Prev. 38 3 2006 618 625
5. J. Aguero-Valverde, and P.P. Jovanis Bayesian multivariate Poisson lognormal models for crash severity modeling and site ranking Transp. Res. Rec.: J. Transp. Res. Board. 2136 2009 82 91
6. E. Amoros, J.L. Martin, and B. Laumon Comparison of road crashes incidence and severity between some French counties Accid. Anal. Prev. 35 4 2003 537 547
7. J. Besag Spatial interaction and the statistical analysis of lattice systems J. R. Stat. Soc. B 36 2 1974 192 236
8. P. Congdon Bayesian Statistical Modeling 2003 John Wiley and Sons, Inc. New York
9. C.D. Cottrill, and P.V. Thakuriah Evaluating pedestrian crashes in areas with high low-income or minority populations Accid. Anal. Prev. 42 6 2010 1718 1728
10. N. Dong, H. Huang, P. Xu, Z. Ding, and D. Wang Evaluating spatial proximity structures in TAZ-level crash prediction models Transp. Res. Rec.: J. Transp. Res. Board 2432 2014 46 52
11. K. El-Basyouny, and T. Sayed Collision prediction models using multivariate Poisson-lognormal regression Accid. Anal. Prev. 41 4 2009 820 828
12. FHWA SAFETEA-LU: Safe, Accountable, Flexible, Efficient Transportation Equity Act: A Legacy for Users 2005 Federal Highway Administration (FHWA) http://www.fhwa.dot.gov/safetealu
13. F.L. Guevara, S.P. Washington, and J. Oh Forecasting crashes at the planning level: simultaneous negative binomial crash model applied in Tucson, Arizona Transp. Res. Rec.: J. Transp. Res. Board 1897 2004 191 199
14. A. Hadayeghi, A.S. Shalaby, and B.N. Persaud Macrolevel accident prediction models for evaluating safety of urban transportation systems Transp. Res. Rec.: J. Transp. Res. Board 1840 2003 87 95
15. A. Hadayeghi, A.S. Shalaby, B.N. Persaud, and C. Cheung Temporal transferability and updating of zonal level accident prediction models Accid. Anal. Prev. 38 3 2006 579 589
16. A. Hadayeghi, A.S. Shalaby, and B.N. Persaud Development of planning level transportation safety tools using Geographically Weighted Poisson Regression Accid. Anal. Prev. 42 2 2010 676 688
17. D.L. Hoyert, and J. Xu National Vital Statistics Report 61(6) 2012 U.S. Department of Health and Human Services, Centers for Disease Control and Prevention
18. H. Huang, M.A. Abdel-Aty, and A.L. Darwiche County-level crash risk analysis in Florida Transp. Res. Rec.: J. Transp. Res. Board 2148 2010 27 37
19. M.G. Karlaftis, and A.P. Tarko Heterogeneity considerations in accident modeling Accid. Anal. Prev. 30 4 1998 425 433
20. K. Kim, I.M. Brunner, and E.Y. Yamashita Influence of land use, population, employment, and economic activity on accidents Transp. Res. Rec.: J. Transp. Res. Board 1953 2006 56 64
21. E.A. LaScala, D. Gerber, and P.J. Gruenewald Demographic and environmental correlates of pedestrian injury collisions: a spatial analysis 2000
22. J. Lee, M. Abdel-Aty, K. Choi, and C. Siddiqui Analysis of residence characteristics of drivers, pedestrians and bicyclists involved in traffic crashes Transportation Research Board 92nd Annual Meeting 2013 Paper No. 13-2228
23. J. Lee, M. Abdel-Aty, and K. Choi Analysis of residence characteristics of at-fault drivers in traffic crashes Saf. Sci. 68 2014 6 13
24. J. Lee, M. Abdel-Aty, and X. Jiang Development of zone system for macro-level traffic safety analysis J. Transport Geogr. 38 2014 13 21
25. J. Lee, M. Abdel-Aty, K. Choi, and H. Huang Multi-level hot zone identification for pedestrian safety Accid. Anal. Prev. 76 2015 64 73
26. J.P. LeSage, and R.K. Pace Models for spatially dependent missing data J. Real Estate Finance Econ. 29 2 2004 233 254
27. N. Levine, K.E. Kim, and L.H. Nitz Spatial analysis of Honolulu motor vehicle crashes: II. Zonal generators Accid. Anal. Prev. 27 5 1995 675 685
28. D. Lord, and F. Mannering 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
29. A. Loukaitou-Sideris, R. Liggett, and H.G. Sung Death on the crosswalk a study of pedestrian-automobile collisions in Los Angeles J. Plann. Educ. Res. 26 3 2007 338 351
30. J. Ma, and K.M. Kockelman Bayesian multivariate Poisson regression for models of injury count, by severity Transp. Res. Rec.: J. Transp. Res. Board 1950 2006 24 34
31. J. Ma, K.M. Kockelman, and P. Damien A multivariate Poisson-lognormal regression model for prediction of crash counts by severity, using Bayesian methods Accid. Anal. Prev. 40 3 2008 964 975
32. Y.C. MacNab Bayesian spatial and ecological models for small-area accident and injury analysis Accid. Anal. Prev. 36 6 2004 1019 1028
33. B. McKenzie Modes Less Traveled-bicycling and Walking to Work in the United States: 2008-2012 2014 U.S. Department of Commerce, Economics and Statistics Administration, U.S. Census Bureau
34. J. Milton, and F. Mannering The relationship among highway geometrics, traffic-related elements and motor-vehicle accident frequencies Transportation 25 4 1998 395 413
35. S. Mitra, and S. Washington On the nature of over-dispersion in motor vehicle crash prediction models Accid. Anal. Prev. 39 3 2007 459 468
36. A. Naderan, and J. Shahi Aggregate crash prediction models: introducing crash generation concept Accid. Anal. Prev. 42 1 2010 339 346
37. NHTSA Motor Vehicle Arashes: Overview 2013 U.S. Department of Transportation, National Highway Traffic Safety Administration
38. R.B. Noland Traffic fatalities and injuries: the effect of changes in infrastructure and other trends Accid. Anal. Prev. 35 4 2003 599 611
39. R.B. Noland, and L. Oh The effect of infrastructure and demographic change on traffic-related fatalities and crashes: a case study of Illinois county-level data Accid. Anal. Prev. 36 4 2004 525 532
40. R.B. Noland, and M.A. Quddus Analysis of pedestrian and bicycle casualties with regional panel data Transp. Res. Rec.: J. Transp. Res. Board 1897 2004 28 33
41. D. O'Sullivan, and D. Unwin Geographic Information Analysis 2002 John Wiley and Sons
42. E.S. Park, and D. Lord Multivariate Poisson-lognormal models for jointly modeling crash frequency by severity Transp. Res. Rec.: J. Transp. Res. Board 2019 2007 1 6
43. M. Poch, and F. Mannering Negative binomial analysis of intersection-accident frequencies J. Transp. Eng. 122 2 1996 105 113
44. M.A. Quddus Modelling area-wide count outcomes with spatial correlation and heterogeneity: an analysis of London crash data Accid. Anal. Prev. 40 4 2008 1486 1497
45. V. Shankar, F. Mannering, and W. Barfield Effect of roadway geometrics and environmental factors on rural freeway accident frequencies Accid. Anal. Prev. 27 3 1995 371 389
46. Siddiqui, C., (2009). Macroscopic Traffic Safety analysis based on Trip Generation Characteristics (Master's thesis), University of Central Florida, Retrieved from http://purl.fcla.edu/fcla/etd/CFE0002871.
47. C. Siddiqui, M. Abdel-Aty, and K. Choi Macroscopic spatial analysis of pedestrian and bicycle crashes Accid. Anal. Prev. 2011
48. C. Siddiqui, and M. Abdel-Aty Nature of modeling boundary pedestrian crashes at zones Transp. Res. Rec.: J. Transp. Res Board 2299 2012 31 40
49. J.J. Song, M. Ghosh, S. Miaou, and B. Mallick Bayesian multivariate spatial models for roadway traffic crash mapping J. Multivariate Anal. 97 1 2006 246 273
50. D.J. Spiegelhalter, N.G. Best, B.P. Carlin, and A. Van Der Linde Bayesian measures of model complexity and fit J. R. Stat. Soc.: Ser. B (Stat. Methodol.) 64 4 2002 583 639
51. R. Tunaru Hierarchical Bayesian models for multiple count data Austrian J. Stat. 31 3 2002 221 229
52. S. Ukkusuri, S. Hasan, and H.M.A. Aziz Random parameter model used to explain effects of built-environment characteristics on pedestrian crash frequency Transp. Res. Rec.: J. Transp. Res. Board 2237 2011 98 106
53. U.S. Census Bureau Census Traffic Analysis Zone Program MAP/TIGER Partnership Software Participant Guidelines 2011 U.S. Department of Commerce, Economics and Statistics Administration, U.S. Census Bureau
54. X. Wang, Y. Jin, M. Abdel-Aty, P.J. Tremont, and X. Chen Macrolevel model development for safety assessment of road network structures Transp. Res. Rec.: J. Transp. Res. Board. 2280 2012 100 109
55. S. Washington Incorporating safety into long-range transportation planning National Cooperative Highway Research Program Report 546 2006 Transportation Research Board
56. S. Washington, I. Schalkwyk, D. You, K. Shin, and J.P. Samuelson Plansafe: forecasting the safety impacts of socio-demographic changes and safety countermeasures National Cooperative Highway Research Program 8-44(2) 2010 Transportation Research Board
57. M. Wier, J. Weintraub, E.H. Humphreys, E. Seto, and R. Bhatia An area-level model of vehicle-pedestrian injury collisions with implications for land use and transportation planning Accid. Anal. Prev. 41 1 2009 137 145
58. 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 Saf. Sci. 47 3 2009 443 452