Improved support vector machine models for work zone crash injury severity prediction and analysis

S Mokhtarimousavi, JC Anderson… - Transportation …, 2019 - journals.sagepub.com
investigates the prediction of work zone crash severity and the contributing factors by employing
a parametric approach usingdriver and passenger injury severity at work zones will be …

Modeling traffic accident severity using neural networks and support vector machines

B Pradhan, M Ibrahim Sameen, B Pradhan… - … and Safety Using LiDAR, 2020 - Springer
… hybrid model for analyzing driver injury severity. The presented … to investigate traffic accident
severity in rollover crashes. The … However, in-depth investigation on how the number of …

[HTML][HTML] A temporal investigation of crash severity factors in worker-involved work zone crashes: Random parameters and machine learning approaches

S Mokhtarimousavi, JC Anderson, M Hadi… - Transportation research …, 2021 - Elsevier
… prediction performance, a Support Vector Machines (SVM) model … injury severity outcomes
of work zone crashes for further … of resulting in an injury, rollover crashes have a 0.25 higher …

Factors affecting injury severity of single-vehicle rollover crashes in the United States

IU Khan, K Vachal - Traffic injury prevention, 2020 - Taylor & Francis
… study investigated the confounding effects of factors on injury … affect injury severity and others
have investigated injury patterns in … that affect rollover crash injury severity include driving

Assessing injury severity of secondary incidents using support vector machines

J Li, J Guo, JS Wijnands, R Yu, C Xu… - … Safety & Security, 2022 - Taylor & Francis
… aimed to investigate the relationship between injury severity of … happens, more lanes means
drivers can pass the incident … Investigating the factors affecting secondary crash frequency …

Severity analysis of crashes on express lane facilities using support vector machine model trained by firefly algorithm

AE Kitali, S Mokhtarimousavi, C Kadeha… - Traffic injury …, 2021 - Taylor & Francis
… , and driver and crash attributes on the severity of crashes … and crash injury severity. This
model could, therefore, be considered as a promising tool to investigate crash injury severity on …

Investigating factors affecting severity of large truck-involved crashes: Comparison of the SVM and random parameter logit model

A Hosseinzadeh, A Moeinaddini… - Journal of safety …, 2021 - Elsevier
crashes to predict influencing factors on crash injury severity. … Logit (RPBL) and Support
Vector Machine (SVM). Models … Crash type is not available in the reports, except for rollover

[HTML][HTML] Application of hybrid support vector Machine models in analysis of work zone crash injury severity

B Dimitrijevic, R Asadi, L Spasovic - … research interdisciplinary perspectives, 2023 - Elsevier
… These findings improve the understanding of how various factors affect driver injury and
fatality in work zone crashes. Future investigation can highlight the additional variables that …

[HTML][HTML] Classification of driver injury severity for accidents involving heavy vehicles with decision tree and random forest

A Azhar, NM Ariff, MAA Bakar, A Roslan - Sustainability, 2022 - mdpi.com
… to driver injury severity for rollover crashes. These variables were then used as inputs in the
support vector machine (… together with drivers’ level of injury to identify the vital patterns and …

Crash severity analysis of rear-end crashes in California using statistical and machine learning classification methods

A Ahmadi, A Jahangiri, V Berardi… - … of Transportation Safety …, 2020 - Taylor & Francis
Investigating driversinjury level and detecting contributing … modeling of injury severity in
crash databases are discussed. … the severity of rear-end crashes, support vector machine (SVM)…