Analyzing injury severity of motorcycle at-fault crashes using machine learning techniques, decision tree and logistic regression models

Abellán, 2013, Analysis of traffic accident severity using decision rules via decision trees, Expert Syst. Appl., 40, 6047, 10.1016/j.eswa.2013.05.027 Agresti, 1996 Anderson, 2017, Roadway classifications and the accident injury severities of heavy-vehicle drivers, Anal. Methods Accid. Res., 15, 17 Breiman, 2017 Briand, 2000, Exploring the relationships between design measures and software quality in object-oriented systems, J. Syst. Softw., 51, 245, 10.1016/S0164-1212(99)00102-8 Cafiso, 2012, A logistic model for Powered two-wheelers crash in Italy, Procedia-Soc. Behav. Sci., 53, 880, 10.1016/j.sbspro.2012.09.937 Cerwick, 2014, A comparison of the mixed logit and latent class methods for crash severity analysis, Anal. Methods Accid. Res., 3, 11 Chang, 2007, Motorcyclist accident involvement by age, gender, and risky behaviors in Taipei, Taiwan, Transp. Res. Part F: Traffic Psychol. Behav., 10, 109, 10.1016/j.trf.2006.08.001 Chang, 2006, Analysis of traffic injury severity: An application of non-parametric classification tree techniques, Accid. Anal. Prev., 38, 1019, 10.1016/j.aap.2006.04.009 Chen, 2009, Personality, safety attitudes and risky driving behaviors—Evidence from young Taiwanese motorcyclists, Accid. Anal. Prev., 41, 963, 10.1016/j.aap.2009.05.013 Cohen, 1960, A coefficient of agreement for nominal scales, Educ. Psychol. Measur., 20, 37, 10.1177/001316446002000104 Daniello, 2011, Effect of barrier type on injury severity in motorcycle-to-barrier collisions in North Carolina, Texas, and New Jersey, Transp. Res. Rec., 2262, 144, 10.3141/2262-14 Daniello, 2011, Fatality risk in motorcycle collisions with roadside objects in the United States, Accid. Anal. Prev., 43, 1167, 10.1016/j.aap.2010.12.027 Duncan, 1998, Applying the ordered probit model to injury severity in truck-passenger car rear-end collisions, Transp. Res. Rec.: J. Transp. Res. Board, 1635, 63, 10.3141/1635-09 Eluru, 2012, A latent class modeling approach for identifying vehicle driver injury severity factors at highway-railway crossings, Accid. Anal. Prev., 47, 119, 10.1016/j.aap.2012.01.027 Eric R. Teoh 2017, Motorcycles registered in the United States, 2002-17. FHTWA 2015, Traffic safety facts, motorcycles. Gabler, H.C. 2007, The risk of fatality in motorcycle crashes with roadside barriers, Proceedings of the 20th international conference on enhanced safety of vehicles, Lyons, France. Jama, 2011, Characteristics of fatal motorcycle crashes into roadside safety barriers in Australia and New Zealand, Accid. Anal. Prev., 43, 652, 10.1016/j.aap.2010.10.008 Jou, 2012, Risk factors in motorcyclist fatalities in Taiwan, Traffic Inj. Prev., 13, 155, 10.1080/15389588.2011.641166 Kashani, 2014, A data mining approach to investigate the factors influencing the crash severity of motorcycle pillion passengers, J. Saf. Res., 51, 93, 10.1016/j.jsr.2014.09.004 Kockelman, 2002, Driver injury severity: an application of ordered probit models, Accid. Anal. Prev., 34, 313, 10.1016/S0001-4575(01)00028-8 Li, 2009, Survival hazards of road environment factors between motor-vehicles and motorcycles, Accid. Anal. Prev., 41, 938, 10.1016/j.aap.2009.05.009 Mannering, 1995, Statistical analysis of motorcyclists' perceived accident risk, Accid. Anal. Prev., 27, 21, 10.1016/0001-4575(94)00041-J Mashhadi, 2018, A comprehensive study of single and multiple truck crashes using violation and crash data, The Open Trans. J., 12, 10.2174/1874447801812010043 McFadden, 1981, Econometric models of probabilistic choice, Struct. Anal. Discrete Data with Econom. Applications McFadden, 1977 McFadden, D. 1973, Conditional logit analysis of qualitative choice behavior, . Montella, 2012, Analysis of powered two-wheeler crashes in Italy by classification trees and rules discovery, Accid. Anal. Prev., 49, 58, 10.1016/j.aap.2011.04.025 Moomen, M., Mashhadi, M.M.R. & Ksaibati, K. 2018a, An investigation of influential factors of truck crashes on two-lane downgrades in wyoming: A logistic regression approach, . Moomen, M., Mashhadi, M.M.R. & Ksaibati, K. 2018b, An investigation of influential factors of downgrade truck crashes: A logistic regression approach, Journal of Traffic and Transportation Engineering (English Edition) National Highway Traffic Safety Administration, 2016, 2015 motor vehicle crashes: overview, Traffic safety facts research note, 2016, 1 National safety council, 2017, Motorcycle Safety is a Two-way Street, Available Neter, 1996 NHTSA, 2018 Olson, 2008 Ouimet, 2010, Using the US National Household Travel Survey to estimate the impact of passenger characteristics on young drivers’ relative risk of fatal crash involvement, Accid. Anal. Prev., 42, 689, 10.1016/j.aap.2009.10.017 Peden, M., Scurfield, R., Sleet, D., Mohan, D., Hyder, A.A., Jarawan, E. & Mathers, C.D. 2004, World report on road traffic injury prevention, . Preusser, 1995, Analysis of fatal motorcycle crashes: crash typing, Accid. Anal. Prev., 27, 845, 10.1016/0001-4575(95)00027-5 Quddus, 2002, An analysis of motorcycle injury and vehicle damage severity using ordered probit models, J. Saf. Res., 33, 445, 10.1016/S0022-4375(02)00051-8 Rezapour, M., Wulff, S.S., Ksaibati, K. 2018, Effectiveness of enforcement resources in the highway patrol in reducing fatality rates, IATSS Research, Mashhadi, 2018, A comprehensive study of single and multiple truck crashes using violation and crash data, The Open Transp. J., 12, 10.2174/1874447801812010043 Rifaat, 2012, Severity of motorcycle crashes in Calgary, Accid. Anal. Prev., 49, 44, 10.1016/j.aap.2011.02.025 Rowden, 2008, Road crashes involving animals in Australia, Accid. Anal. Prev., 40, 1865, 10.1016/j.aap.2008.08.002 Institute, 2015 Institute, 1985 Savolainen, 2007, Probabilistic models of motorcyclists’ injury severities in single-and multi-vehicle crashes, Accid. Anal. Prev., 39, 955, 10.1016/j.aap.2006.12.016 Shaheed, 2014, A latent class analysis of single-vehicle motorcycle crash severity outcomes, Anal. Methods Accid. Res., 2, 30 Shankar, 1996, An exploratory multinomial logit analysis of single-vehicle motorcycle accident severity, J. Saf. Res., 27, 183, 10.1016/0022-4375(96)00010-2 Shinstine, 2016, Factors associated with crash severity on rural roadways in Wyoming, J. Traffic Transp. Eng. (English edition), 3, 308, 10.1016/j.jtte.2015.12.002 Vlahogianni, 2012, Overview of critical risk factors in Power-Two-Wheeler safety, Accid. Anal. Prev., 49, 12, 10.1016/j.aap.2012.04.009 Wulf, G., Hancock, P. & Rahimi, M. 1989, Some causes of automobile-motorcycle collisions, Proceedings of the Human Factors Society Annual MeetingSAGE Publications Sage CA: Los Angeles, CA, , pp. 910. Xie, 2009, Crash injury severity analysis using Bayesian ordered probit models, J. Transp. Eng., 135, 18, 10.1061/(ASCE)0733-947X(2009)135:1(18)