A comparison of the mixed logit and latent class methods for crash severity analysis

Analytic Methods in Accident Research

Volumn 3-4, Issue , 2014, Pages 11-27

  Cerwick, Donald Mathew ^a   Gkritza, Konstantina ^b   Shaheed, Mohammad Saad ^c   Hans, Zachary ^d  

^a BURNS AND MCDONNELL   (United States)

^b PURDUE UNIVERSITY   (United States)

^c Arizona Department of Transportation   (United States)

^d IOWA STATE UNIVERSITY   (United States)

Author keywords

Crash severity; Heterogeneity; Latent class method; Mixed logit method; Truck safety

Indexed keywords

TRUCKS;

CRASH SEVERITY; HETEROGENEITY; LATENT CLASS; MIXED LOGIT; TRUCK SAFETY;

ACCIDENTS;

EID: 84910099173     PISSN: 22136657     EISSN: None     Source Type: Journal    
DOI: 10.1016/j.amar.2014.09.002     Document Type: Article

References (57)

1. M. Abdel-Aty Analysis of driver injury severity levels at multiple locations using ordered probit models Journal of Safety Research 34 5 2003 597 603
2. P.C. Anastasopoulos, and F.L. Mannering An empirical assessment of fixed and random parameter logit models using crash- and non-crash-specific injury data Accident Analysis and Prevention 43 3 2011 1140 1147
3. L. Barr, C. Yang, R. Hanowski, and R. Olson An Assessment of Driver Drowsiness, Distraction, and Performance in a Naturalistic Setting 2011
4. G.H. Bham, J.S. Bhanu, and U.R. Manepalli Multinomial logistic regression model for single-vehicle and multivehicle collisions on urban U.S. highways in Arkansas Journal of Transportation Engineering 138 6 2012 786 797
5. D. Blower, and J. Woodrooffe Survey of the Status of Truck Safety: Brazil, China, Australia, and the United States 2012 University of Michigan, Transportation Research Institute Ann Arbor, MI
6. D. Cantor, T. Corsi, C. Grimm, and K. Ozpolat A driver focused truck crash prediction model Transportation Research Part E 46 5 2009 683 693
7. L. Chang, and J. Chien Analysis of driver injury severity in truck-involved accidents using a non-parametric classification tree model Safety Science 51 1 2013 17 22
8. L. Chang, and F. Mannering Analysis of injury severity and vehicle occupancy in truck- and non-truck-involved accidents Accident Analysis and Prevention 31 5 1999 579 592
9. F. Chen, and S. Chen Injury severities of truck drivers in single- and multi-vehicle accidents on rural highways Accident Analysis and Prevention 43 2011 1677 1688
10. C. Chen, and Y. Xie The impacts of multiple rest-break periods on commercial truck driver's crash risk Journal of Safety Research 48 2014 87 93
11. H.C. Chu Assessing factors causing severe injuries in crashes of high-deck buses in long-distance driving on freeways Accident Analysis and Prevention 62 2014 130 136
12. C. Duncan, A. Khattak, and F. Council Applying the ordered probit model to injury severity in truck-passenger car rear-end collisions Transportation Research Record: Journal of the Transportation Research Board 1635 1999 63 71
13. N. Eluru Evaluating alternate discrete choice frameworks for modeling ordinal discrete variables Accident Analysis and Prevention 55 1 2013 1 11
14. N. Eluru, C.R. Bhat, and D.A. Hensher A mixed generalized ordered response model for examining pedestrian and bicyclist injury severity level in traffic crashes Accident Analysis and Prevention 40 3 2008 1033 1054
15. N. Eluru, M. Bagherib, L. Miranda-Moreno, and L. Fu A latent class modeling approach for identifying vehicle driver injury severity factors at highway-railway crossings Accident Analysis and Prevention 47 2012 119 127
16. Federal Motor Carrier Safety Administration. 2006. Report to Congress on the Large Truck Crash Causation Study. 〈https://www.fmcsa.dot.gov/facts-research/research-technology/report/ltccs-2006.html〉
17. K. Gkritza, and F. Mannering Mixed logit analysis of safety-belt use in single- and multi-occupant vehicles Accident Analysis and Prevention 40 2 2008 443 451
18. W.H. Greene, and D.A. Hensher A latent class model for discrete choice analysis: contrasts with mixed logit Transportation Research Part B 37 8 2003 681 698
19. W.H. Greene NLOGIT Version 4.0 Reference Guide 2007 Econometric Software, Inc. Plainview, NY
20. K. Haleem, and A. Gan Effect of driver's age and side of impact on crash severity along urban freeways: a mixed logit approach Journal of Safety Research 46 2013 67 76
21. Iowa Department of Transportation, 2012. Iowa Annual Vehicle Miles of Travel. 〈http://www.iowadot.gov/maps/msp/vmt/clvmt10.pdf〉
22. S. Islam, and F. Mannering Driver aging and its effect on male and female single-vehicle accident injuries: some additional evidence Journal of Safety Research 37 3 2006 267 276
23. M.B. Islam, and S. Hernandez Modeling injury outcomes of crashes involving heavy vehicles on Texas highways Transportation Research Record: Journal of the Transportation Research Board 2388 2013 28 36
24. S. Islam, S. Jones, and D.L. Dye Comprehensive analysis of single- and multi-vehicle large truck at-fault crashes on rural and urban roadways in Alabama Accident Analysis and Prevention 67 2014 148 158
25. A. Khorashadi, D. Niemeier, V. Shankar, and D. Mannering Differences in rural and urban driver-injury severities in accidents involving large-trucks: an exploratory analysis Accident Analysis and Prevention 37 5 2005 910 921
26. J. Kim, G.F. Ulfarsson, V.N. Shankar, and S. Kim Age and pedestrian injury severity in motor-vehicle crashes: a heteroskedastic logit analysis Accident Analysis and Prevention 40 5 2008 1695 1702
27. J. Kim, G.F. Ulfarsson, S. Kim, and V.N. Shankar Driver-injury severity in single-vehicle crashes in California: a mixed logit analysis of heterogeneity due to age and gender Accident Analysis and Prevention 50 2013 1073 1081
28. K. Kockelman, and Y. Kweon Driver injury severity: an application of ordered probit models Accident Analysis and Prevention 34 4 2002 313 321
29. M.G. Lenne, T.J. Triggs, and J.R. Redman Time of day variation in driving performance Accident Analysis and Prevention 29 4 1997 431 437
30. J. Lemp, K. Kockleman, and A. Unnikrishnan Analysis of large truck crash severity using heteroskedastic ordered probit models Accident Analysis and Prevention 43 1 2011 370 380
31. N. Malyshkina, and F. Mannering Effect of increases in speed limits on severities of injuries in accidents Transportation Research Board 2083 2008 122 127
32. H. Manner, and L. Wünsch-Ziegler Analyzing the severity of accidents on the German Autobahn Accident Analysis and Prevention 57 2013 40 48
33. F.L. Mannering, and C.R. Bhat Analytic methods in accident research: methodological frontier and future directions Analytic Methods in Accident Research 1 2014 1 22
34. H. Martensen, and E. Dupont Comparing single vehicle and multi vehicle fatal road crashes: a joint analysis of road conditions, time variables and driver characteristics Accident Analysis and Prevention 60 2013 466 471
35. J.C. Milton, V.N. Shankar, and F.L. Mannering Highway accident severities and the mixed logit model: an exploratory empirical analysis Accident Analysis and Prevention 40 1 2008 260 266
36. J. Mooradian, J.N. Ivan, N. Ravishankerc, and S. Huc Analysis of driver and passenger crash injury severity using partial proportional odds models Accident Analysis and Prevention 58 1 2013 53 58
37. D.N. Moore, W.H. Schneider IV, P.T. Savolainen, and M. Farzaneh Mixed logit analysis of bicyclist injury severity resulting from motor vehicle crashes at intersection and non-intersection locations Accident Analysis and Prevention 43 3 2011 621 630
38. A. Morgan, and F.L. Mannering The effects of road-surface conditions, age, and gender on driver-injury severities Accident Analysis and Prevention 43 5 2011 1852 1863
39. National Highway Traffic Safety Administration, 2010 Traffic Safety Facts, 2012, 〈 http://www-nrd.nhtsa.dot.gov/Pubs/811646.pdf 〉.
40. C.J. O'Donnell, and D.H. Connor Predicting the severity of motor vehicle accident injuries using models of ordered multiple choice Accident Analysis and Prevention 28 6 1996 739 753
41. S. Park, and P. Jovanis Hours of service and truck crash risk Transportation Research Record: Journal of the Transportation Research Board 2194 2010 3 10
42. D. Perrin, R. Clarke, H. Knee, R. Kreeb, M. Perel, P. Rau, and A. Svenson Vehicle design and technology Transp. Res. Circ. 2007 123 135
43. X. Qin, K. Wang, and C.E. Cutler Logistic regression models of the safety of large trucks Transportation Research Record: Journal of the Transportation Research Board 2392 2013 1 10
44. 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 6 2011 1666 1676
45. M.S. Shaheed, K. Gkritza, W. Zhang, and Z. Hans A mixed logit analysis of two-vehicle crash severities involving a motorcycle Accident Analysis and Prevention 61 2013 119 128
46. M.S. Shaheed, and K. Gkritza A latent class analysis of single-vehicle motorcycle crash severity outcomes Anal. Methods in Accident Research 2 2014 30 38
47. J. Shen Latent class model or mixed logit model? A comparison by transport mode choice data Appl. Econ. 41 22 2009 2915 2924
48. K. Train Discrete Choice Methods with Simulations 2003 Cambridge University Press Cambridge
49. G. U.K.Ulfarsson, and F. Mannering Differences in male and female injury severities in sport-utility vehicle, minivan, pickup and passenger car accidents Accident Analysis and Prevention 36 2 2004 135 147
50. H.B. Weiss, S. Kaplan, and C.G. Prato Analysis of factors associated with injury severity in crashes involving young New Zealand drivers Accident Analysis and Prevention 65 2014 142 155
51. Y. Xie, K. Zhoa, and N. Huynh Analysis of driver injury severity in rural single-vehicle crashes Accident Analysis and Prevention 47 2012 36 44
52. Y. Xiong, and F.L. Mannering The heterogeneous effects of guardian supervision on adolescent driver-injury severities: a finite-mixture random-parameters approach Transportation Research Part B 49 1 2013 39 54
53. S. Yasmin, N. Eluru, and S.V. Ukkusuri Alternative ordered response frameworks for examining pedestrian injury severity in New York City Journal of Transportation Safety and Security 6 4 2014 275 300
54. S. Yasmin, N. Eluru, C.R. Bhat, and R. Tay A latent segmentation based generalized ordered logit model to examine factors influencing driver injury severity Analytic Methods in Accident Research 1 2014 23 38
55. S. Yasmin, and N. Eluru Evaluating alternate discrete outcome frameworks for modeling crash injury severity Accident Analysis and Prevention 59 1 2013 506 521
56. F. Ye, and D. Lord Comparing three commonly used crash severity models on sample size requirements: Multinomial logit, ordered probit and mixed logit models Analytic Methods in Accident Research 1 2014 72 85
57. X. Zhu, and S. Srinivasan A comprehensive analysis of factors influencing the injury severity of large-truck crashes Accident Analysis and Prevention 43 2011 49 57