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 …

Evidence of sample selectivity in highway injury-severity models: The case of risky driving during COVID-19

M Islam, A Alogaili, F Mannering, M Maness - Analytic methods in accident …, 2023 - Elsevier
Research in highway safety continues to struggle to address two potentially important
issues; the role that unobserved factors may play on resulting crash and injury-severity …

Differences between day and night pedestrian-injury severities: Accounting for temporal and unobserved effects in prediction

A Alogaili, F Mannering - Analytic methods in accident research, 2022 - Elsevier
This study explores the differences between day and night pedestrian-injury severities in
vehicle–pedestrian crashes over a five-year period using data from the state of Kansas …

Empirical comparison of the effects of urban and rural crashes on motorcyclist injury severities: A correlated random parameters ordered probit approach with …

C Se, T Champahom, S Jomnonkwao… - Accident Analysis & …, 2021 - Elsevier
In Thailand in 2016, more than 70% of all deaths due to road accidents were motorcyclist
deaths. This study uses a correlated random parameters ordered probit model with …

The impact of weekday, weekend, and holiday crashes on motorcyclist injury severities: Accounting for temporal influence with unobserved effect and insights from out …

C Se, T Champahom, S Jomnonkwao… - Analytic methods in …, 2022 - Elsevier
This paper examines the differences between weekday, weekend, and holiday crashes on
the severity of motorcyclist injury using four-year motorcycle crash data in Thailand from …

A multi-year statistical analysis of driver injury severities in single-vehicle freeway crashes with and without airbags deployed

R Dzinyela, N Alnawmasi, EK Adanu… - Analytic Methods in …, 2024 - Elsevier
This paper seeks to identify factors that influence driver injury severities in single-vehicle
freeway crashes when airbags deployed and when airbags did not deploy. Injury-severity …

A temporal assessment of distracted driving injury severities using alternate unobserved-heterogeneity modeling approaches

N Alnawmasi, F Mannering - Analytic methods in accident research, 2022 - Elsevier
This study explores temporal shifts in the effects of explanatory variables on the injury
severity outcomes of crashes involving distracted driving. Using data from distracted driving …

Differences of overturned and hit-fixed-object crashes on rural roads accompanied by speeding driving: Accommodating potential temporal shifts

X Yan, J He, G Wu, C Zhang, C Wang, Y Ye - Analytic methods in accident …, 2022 - Elsevier
Overturned crashes are associated with a disproportionate number of severe injuries and
fatalities, while hit-fixed-object crashes are acknowledged as the most frequent single …

A hybrid approach of random forest and random parameters logit model of injury severity modeling of vulnerable road users involved crashes

Z Sun, D Wang, X Gu, M Abdel-Aty, Y Xing… - Accident Analysis & …, 2023 - Elsevier
Vulnerable road users (VRUs) involved crashes are a major road safety concern due to the
high likelihood of fatal and severe injury. The use of data-driven methods and heterogeneity …

Temporal instability and age differences of determinants affecting injury severities in nighttime crashes

X Yan, J He, C Zhang, C Wang, Y Ye, P Qin - Analytic methods in accident …, 2023 - Elsevier
Driving at nighttime may make drivers more likely to be involved in fatal crashes. To
investigate the temporal instability and age differences of contributors determining different …