Machine learning in occupational accident analysis: A review using science map** approach with citation network analysis
The present study reviews the publications that examine the application of machine learning
(ML) approaches in occupational accident analysis. The review process includes four …
(ML) approaches in occupational accident analysis. The review process includes four …
Injury severity prediction of traffic crashes with ensemble machine learning techniques: A comparative study
A better understanding of injury severity risk factors is fundamental to improving crash
prediction and effective implementation of appropriate mitigation strategies. Traditional …
prediction and effective implementation of appropriate mitigation strategies. Traditional …
Transparent deep machine learning framework for predicting traffic crash severity
Abstract Analysis of crash injury severity is a promising research target in highway safety
studies. A better understanding of crash severity risk factors is vital for the proactive …
studies. A better understanding of crash severity risk factors is vital for the proactive …
Predicting and analyzing injury severity: A machine learning-based approach using class-imbalanced proactive and reactive data
Although the utility of the machine learning (ML) techniques is established in occupational
accident domain using reactive data, its exploration in predicting injury severity using both …
accident domain using reactive data, its exploration in predicting injury severity using both …
A random thresholds random parameters hierarchical ordered probit analysis of highway accident injury-severities
This study uses highway accident data collected in the State of Washington, between 2011
and 2013, to study the factors that affect accident injury-severities. To account for the fixed …
and 2013, to study the factors that affect accident injury-severities. To account for the fixed …
Temporal stability of driver injury severity in single-vehicle roadway departure crashes: A random thresholds random parameters hierarchical ordered probit approach
M Yu, C Ma, J Shen - Analytic methods in accident research, 2021 - Elsevier
This study examines contributing variables affecting the driver injury-severity in single-
vehicle roadway departure crashes. To capture the threshold heterogeneity and unobserved …
vehicle roadway departure crashes. To capture the threshold heterogeneity and unobserved …
Investigation of factors affecting the injury severity of single-vehicle rollover crashes: A random-effects generalized ordered probit model
Rollover crashes are responsible for a notable number of serious injuries and fatalities;
hence, they are of great concern to transportation officials and safety researchers. However …
hence, they are of great concern to transportation officials and safety researchers. However …
Analysis of vehicle accident-injury severities: A comparison of segment-versus accident-based latent class ordered probit models with class-probability functions
Using information from 1990 single-vehicle accidents that occurred between 2011 and 2013
in the state of Washington, the injury severity level of the most severely injured vehicle …
in the state of Washington, the injury severity level of the most severely injured vehicle …
Investigating occupant injury severity of truck-involved crashes based on vehicle types on a mountainous freeway: A hierarchical Bayesian random intercept approach
Earlier research on injury severity of truck-involved crashes focused primarily on single-truck
and multi-vehicle crashes with truck involvement, or investigated truck-involved injury …
and multi-vehicle crashes with truck involvement, or investigated truck-involved injury …
Analyzing driver injury severity in two-vehicle rear-end crashes considering leading-following configurations based on passenger car and light truck involvement
Rear-end crash is a major type of traffic crashes leading to a large number of injuries and
fatalities each year, and passenger cars and light trucks are two main vehicle types in rear …
fatalities each year, and passenger cars and light trucks are two main vehicle types in rear …