Effects of pavement surface conditions on traffic crash severity

J Lee, BH Nam, M Abdel-Aty - Journal of Transportation …, 2015 - ascelibrary.org
crash severity level was carried out in this study, with an emphasis on the evaluation of the
relationship between poor pavement conditions and crash severitytraffic crash severity levels…

A deep learning based traffic crash severity prediction framework

MA Rahim, HM Hassan - Accident Analysis & Prevention, 2021 - Elsevier
… function to predict the severity of traffic crashes. Underlying this … The data used in the analysis
include a sample of traffic crashes … affecting the occurrence and severity of those crashes. …

Analysis of roadway and environmental factors affecting traffic crash severities

Y Wang, W Zhang - Transportation research procedia, 2017 - Elsevier
… location, road alignment, light condition, road surface condition, and speed limit has significant
impacts on traffic crash severity. Higher crash severity are associated with rural roadways…

Applications of machine learning methods in traffic crash severity modelling: current status and future directions

X Wen, Y Xie, L Jiang, Z Pu, T Ge - Transport reviews, 2021 - Taylor & Francis
… Machine learning approaches in traffic crash severity modelling This section reviews ML
applications in crash severity analysis identified in Section 2. Each subsection is dedicated to a …

Examining traffic crash injury severity at unsignalized intersections

K Haleem, M Abdel-Aty - Journal of safety research, 2010 - Elsevier
… yield control, and no traffic control. Identifying those geometric and traffic factors leading to
severe crashes at unsignalized intersections is an essential task of traffic safety analysts. This …

Analyzing traffic crash severity with combination of information entropy and Bayesian network

F Zong, X Chen, J Tang, P Yu, T Wu - IEEE Access, 2019 - ieeexplore.ieee.org
… risk factors in this study) on the severity of traffic crashes, which mainly refers to the number
… damage caused by traffic crashes, and thereby predict the severity level of the crashes. This …

Road traffic congestion and crash severity: econometric analysis using ordered response models

MA Quddus, C Wang, SG Ison - Journal of Transportation …, 2010 - ascelibrary.org
… Our results suggest that the level of traffic congestion does not affect the severity of road
crashes on the M25 motorway. The impact of traffic flow on the severity of crashes, however, …

Transparent deep machine learning framework for predicting traffic crash severity

K Sattar, F Chikh Oughali, K Assi, N Ratrout… - Neural Computing and …, 2023 - Springer
… were explored to predict crash severity, only a … crash severity using different deep learning
approaches. This study aimed to classify and predict the injury severity level of traffic crashes

Predicting Freeway Traffic Crash Severity Using XGBoost‐Bayesian Network Model with Consideration of Features Interaction

Y Yang, K Wang, Z Yuan, D Liu - Journal of advanced …, 2022 - Wiley Online Library
… Table 2 gives the influencing variables of freeway traffic crash severity in this research.
Since the selected factor variables include attribute variables and continuous variables, they …

[图书][B] Identifying and quantifying factors affecting traffic crash severity in louisiana

H Zhang - 2010 - search.proquest.com
… affecting highway crash severity in Louisiana. Three candidate models were fit to the crash
data … was selected as the crash severity prediction model of choice. The factors contributing to …