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 …

Injury severity analysis of two-vehicle crashes at unsignalized intersections using mixed logit models

R Yuan, J Gan, Z Peng, Q Xiang - International Journal of Injury …, 2022 - Taylor & Francis
The severity of the two-vehicle crash is closely related to the characteristics of both the struck
and striking vehicles. Ignoring vehicle roles may lead to biased results. Thus, this study used …

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 …

Efficient and robust estimation of single-vehicle crash severity: A mixed logit model with heterogeneity in means and variances

Z Li, C Wang, H Liao, G Li, C Xu - Accident Analysis & Prevention, 2024 - Elsevier
This study delves into the factors that contribute to the severity of single-vehicle crashes,
focusing on enhancing both computational speed and model robustness. Utilizing a mixed …

[HTML][HTML] Evaluating the impact of traffic violations on crash injury severity on Wyoming interstates: An investigation with a random parameters model with heterogeneity …

A Alrejjal, M Moomen, K Ksaibati - Journal of traffic and transportation …, 2022 - Elsevier
This study investigated the impact of traffic violations on crash injury severity on Wyoming's
interstate highways. A random parameters multinomial logit (MNL) model with heterogeneity …

A latent class approach for driver injury severity analysis in highway single vehicle crash considering unobserved heterogeneity and temporal influence

H Yu, Z Li, G Zhang, P Liu - Analytic methods in accident research, 2019 - Elsevier
Temporal variation has been recognized as one of the major sources of unobserved
heterogeneity in traffic safety research that has not been completely addressed. Overlooking …

Modelling highly unbalanced crash injury severity data by ensemble methods and global sensitivity analysis

L Jiang, Y Xie, T Ren - … of the Transportation Research Board 98th …, 2019 - researchgate.net
BACKGROUND The relationships between crash injury severity (CIS) and potential
explanatory factors such as driver characteristics, vehicle type, and road conditions has long …

Analysis of crash severities using nested logit model—accounting for the underreporting of crashes

S Patil, SR Geedipally, D Lord - Accident Analysis & Prevention, 2012 - Elsevier
Recent studies in the area of highway safety have demonstrated the usefulness of logit
models for modeling crash injury severities. Use of these models enables one to identify and …

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 …

An alternative closed-form crash severity model with the non-identical, heavy-tailed, and asymmetric properties

D Li, Y Song, NN Sze, Y Li, T Miwa… - Accident Analysis & …, 2021 - Elsevier
Crash severity model is a classical topic in road safety research. The multinomial logit (MNL)
model, as a basic discrete outcome method, is widely applied to measure the association …