An assessment of machine learning and data balancing techniques for evaluating downgrade truck crash severity prediction in Wyoming

This study involved the investigation of various machine learning methods, including four classification tree-based ML models, namely the Adaptive Boosting tree, Random Forest, Gradient Boost Decision Tree, Extreme Gradient Boosting tree, and three non-tree-based ML models, namely Support Vector Ma...

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Bibliographic Details
Main Authors: Vincent Michael Ampadu, Muhammad Tahmidul Haq, Khaled Ksaibati
Format: Article
Language:English
Published: Centre of Sociological Research, Szczecin, Poland 2022-11-01
Series:Journal of Sustainable Development of Transport and Logistics
Subjects:
Online Access:https://jsdtl.sciview.net/index.php/jsdtl/article/view/178