2023
DOI: 10.55549/epstem.1410227
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Modeling Crashes Severity Using Ensemble Techniques

Taqwa ALHADIDI,
Mohammed ELHENAWEY

Abstract: Traffic crashes are modelled using different techniques and contributing factors. In this work, several ensemble machine learning algorithms were used to model crash severity at urban roundabouts using data from 15 roundabouts in Jordan. The original dataset covers four years, from 2017 to 2021. A total of 15 variables were collected and used in this work. Results indicated that ten variables are important. The various models show their ability to classify traffic crash severity with a high overall accuracy ra… Show more

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