An empirical assessment of fixed and random parameter logit models using crash-and non-crash-specific injury data

PC Anastasopoulos, FL Mannering - Accident Analysis & Prevention, 2011 - Elsevier
Traditional crash-severity modeling uses detailed data gathered after a crash has occurred
(number of vehicles involved, age of occupants, weather conditions at the time of the crash …

A note on out-of-sample prediction, marginal effects computations, and temporal testing with random parameters crash-injury severity models

Q Hou, X Huo, J Leng, F Mannering - Analytic methods in accident …, 2022 - Elsevier
Random parameters logit models have become an increasingly popular method to
investigate crash-injury severities in recent years. However, there remain potential elements …

Correlated mixed logit modeling with heterogeneity in means for crash severity and surrogate measure with temporal instability

K Wang, N Shirani-Bidabadi, MRR Shaon… - Accident Analysis & …, 2021 - Elsevier
This study employs the correlated mixed logit models with heterogeneity in means by
accounting for temporal instability to estimate both injury severity and vehicle damage. Two …

Examining driver injury severity outcomes in rural non-interstate roadway crashes using a hierarchical ordered logit model

C Chen, G Zhang, H Huang, J Wang… - Accident Analysis & …, 2016 - Elsevier
Rural non-interstate crashes induce a significant amount of severe injuries and fatalities.
Examination of such injury patterns and the associated contributing factors is of practical …

Comparing three commonly used crash severity models on sample size requirements: Multinomial logit, ordered probit and mixed logit models

F Ye, D Lord - Analytic methods in accident research, 2014 - Elsevier
There have been many studies that have documented the application of crash severity
models to explore the relationship between accident severity and its contributing factors …

Injury severity analysis with variable and correlated thresholds: ordered mixed logit formulation

KK Srinivasan - Transportation Research Record, 2002 - journals.sagepub.com
An ordered mixed logit (OML) formulation is proposed to model injury severity, given a
crash. The proposed formulation extends the ordered probit/logit models by accommodating …

Highway accident severities and the mixed logit model: An exploratory empirical analysis

JC Milton, VN Shankar, FL Mannering - Accident Analysis & Prevention, 2008 - Elsevier
Many transportation agencies use accident frequencies, and statistical models of accidents
frequencies, as a basis for prioritizing highway safety improvements. However, the use of …

Analysis of driver injury severity in rural single-vehicle crashes

Y Xie, K Zhao, N Huynh - Accident Analysis & Prevention, 2012 - Elsevier
Rural roads carry less than fifty percent of the traffic in the United States. However, more
than half of the traffic accident fatalities occurred on rural roads. This research focuses on …

Effect of driver's age and side of impact on crash severity along urban freeways: A mixed logit approach

K Haleem, A Gan - Journal of safety research, 2013 - Elsevier
Introduction This study identifies geometric, traffic, environmental, vehicle-related, and driver-
related predictors of crash injury severity on urban freeways. Method The study takes …

The influence of traffic, geometric and context variables on urban crash types: A grouped random parameter multinomial logit approach

P Intini, N Berloco, A Fonzone, G Fountas… - Analytic methods in …, 2020 - Elsevier
Numerous road safety studies have been dedicated to the estimation of crash frequency and
injury severity models. However, previous research has shown that different factors may …