Exploring interacting effects of risk factors on run-off-road crash severity: An interpretable machine learning model joint with latent class clustering

Run-Off-Road (ROR) crashes are frequent and pose a significant risk of injury and fatality. Given the complexity of their mechanisms and the interaction of multiple factors, this study aims to comprehensively investigate the factors influencing the severity of ROR crashes, which have been understudi...

Full description

Bibliographic Details
Published in:	IATSS Research
Main Authors:	Seyed Alireza Samerei, Kayvan Aghabayk
Format:	Article
Language:	English
Published:	Elsevier 2024-07-01
Subjects:	Run-off-road crashes Crash severity Interpretable machine learning Clustering
Online Access:	http://www.sciencedirect.com/science/article/pii/S0386111224000256

Similar Items

Impact of side traffic barrier features on the severity of run-off-road crashes involving horizontal curves on non-interstate roads
by: Amirarsalan Mehrara Molan, et al.
Published: (2021-09-01)

Analyzing Pile-Up Crash Severity: Insights from Real-Time Traffic and Environmental Factors Using Ensemble Machine Learning and Shapley Additive Explanations Method
by: Seyed Alireza Samerei, et al.
Published: (2024-02-01)

Roadside Fixed-Object Collisions, Barrier Performance, and Fatal Injuries in Single-Vehicle, Run-Off-Road Crashes
by: Francisco Daniel Benicio de Albuquerque, et al.
Published: (2020-05-01)

Single-vehicle injury crashes on rural roads in Iceland: contribution of unforgiving roadsides to fatal and serious injuries of vehicle occupants
by: Audur Thora Arnadottir, et al.
Published: (2025-01-01)

Identifying the Crash Worthiness and Crash Avoidance Factors Based on Road Features
by: Shokat Doaa M., et al.
Published: (2023-01-01)

Rule-based safety prediction models for rural two-lane run-off-road crashes
by: Subasish Das, et al.
Published: (2021-09-01)

Estimating impact of pavement surface condition and geometrics design on two-wheeler run-off road crashes on horizontal curves
by: Ankit Choudhary, et al.
Published: (2024-04-01)

Predicting Road Crash Severity Using Classifier Models and Crash Hotspots
by: Md. Kamrul Islam, et al.
Published: (2022-11-01)

Crash severity analysis of single-vehicle rollover crashes in Namibia: A mixed logit approach
by: Cailis Bullard, et al.
Published: (2023-10-01)

Weather-driven risk assessment model for two-wheeler road crashes in Uttar Pradesh, India
by: Tripti Garg, et al.
Published: (2025-02-01)

Assessing and predicting crash dynamics with and without road safety measures on the Dejen to Bahir Dar highway in Ethiopia
by: Gedefaye Geremew
Published: (2025-09-01)

Pattern of Road Traffic Crashes in Sri Lanka from 2006 to 2009
by: DA Gunawardane, et al.
Published: (2013-09-01)

The association between county ordinances allowing off-road vehicles on public roads and crash rates
by: Christopher D. Monson, et al.
Published: (2024-07-01)

Injury Risk Assessment and Interpretation for Roadway Crashes Based on Pre-Crash Indicators and Machine Learning Methods
by: Chenwei Gu, et al.
Published: (2023-06-01)

Challenges of Education in Prevention of Road Traffic Crashes
by: Mohammad Saadati, et al.
Published: (2021-05-01)

Proportion-Based Analytical Hierarchy Process for Determining Prominent Reasons Causing Severe Crashes
by: Md Kamrul Islam, et al.
Published: (2023-07-01)

Transportation Severity Analysis of Factors Contributing to Two-Vehicle Road Crashes Based on Interpretability Theory
by: Chen Zhang, et al.
Published: (2024-01-01)

Short-Term Segment-Level Crash Risk Prediction Using Advanced Data Modeling with Proactive and Reactive Crash Data
by: Branislav Dimitrijevic, et al.
Published: (2022-01-01)

Severity, Spatial Pattern and Statistical Analysis of Road Traffic Crash Hot Spots in Ethiopia
by: Alamirew Mulugeta Tola, et al.
Published: (2021-09-01)

Road traffic crashes trends of severity and injuries in Osun state, Nigeria
by: Abayomi Afolayan, et al.
Published: (2024-08-01)

Development of safety performance measures for different crashes severity at urban roundabouts
by: Taqwa I. Alhadidi, et al.
Published: (2025-03-01)

An integrated data-driven and causality crash severity model
by: Yuanyuan Xiao, et al.
Published: (2025-12-01)

IMPROVING ROAD SAFETY: SUPERVISED MACHINE LEARNING ANALYSIS OF FACTORS INFLUENCING CRASH SEVERITY
by: Khanh Giang LE
Published: (2025-06-01)

County-level crash prediction models for Pennsylvania accounting for income characteristics
by: Rebeka L. Yocum, et al.
Published: (2022-03-01)

A Decade Long Slowdown in Road Crashes and Inherent Consequences Predicted for South Africa
by: Dimakatso Machetele, et al.
Published: (2021-11-01)

Road crash dynamics in Malaysia: Analysis of trends and patterns
by: Muhammad Fadhirul Anuar Mohd Azami, et al.
Published: (2024-09-01)

A Review on Factors Affecting Large Truck–Involved Crashes
by: Milad Safar, et al.
Published: (2024-02-01)

Assessing distracted driving crash severities at New York City urban roads: A temporal analysis using random parameters logit model
by: Sina Rejali, et al.
Published: (2024-07-01)

SHAP-based convolutional neural network modeling for intersection crash severity on Thailand's highways
by: Jirapon Sunkpho, et al.
Published: (2025-04-01)

Weather impacts on various types of road crashes: a quantitative analysis using generalized additive models
by: Nico Becker, et al.
Published: (2022-08-01)

Dataset on fatal road traffic crash attributes extracted via natural language processing of online media articles in IndiaMendeley Data
by: Ashutosh Ashutosh, et al.
Published: (2025-06-01)

Evolution of the risk of death and hospitalisation in drivers involved in road crashes in spain, 1993–2020: an age-period-cohort analysis
by: Luis Miguel Martín-delosReyes, et al.
Published: (2024-12-01)

Prediction of Run-Off Road Crash Severity in South Korea’s Highway through Tree Augmented Naïve Bayes Learning
by: Hyungkyu Kim, et al.
Published: (2022-01-01)

Modeling Rollover Crash Risks: The Influence of Road Infrastructure and Traffic Stream Characteristics
by: Abolfazl Khishdari, et al.
Published: (2025-01-01)

Riding the Edge – Unveiling the Key Factors behind Injury Severity in Single-Vehicle Motorcycle Crashes
by: Marija FERKO, et al.
Published: (2025-07-01)

A Rapid Assessment of Road Crashes in Uganda: Notes from the Field
by: Abel Wilson Walekhwa, et al.
Published: (2022-10-01)

People Present at Road Traffic Crash Scene: Challenges in Defining and Categorising
by: Aidin Aryankhesal, et al.
Published: (2018-01-01)

Declining trends in injuries and ambulance calls for road traffic crashes in Bahrain post new traffic laws of 2015
by: Muyssar Sabri Awadhalla, et al.
Published: (2019-04-01)

Development of district-wise crash prediction model in Bangladesh
by: Soumik Nafis Sadeek, et al.
Published: (2020-01-01)

Detecting Risk Factors of Road Work Zone Crashes from the Information Provided in Police Crash Reports: The Case Study of Portugal
by: Bertha Santos, et al.
Published: (2021-02-01)