Driver Injury Prediction and Factor Analysis in Passenger Vehicle-to-Passenger Vehicle Collision Accidents Using Explainable Machine Learning

Driver Injury Prediction and Factor Analysis in Passenger Vehicle-to-Passenger Vehicle Collision Accidents Using Explainable Machine Learning

Vehicle accidents, particularly PV-PV collisions, result in significant property damage and driver injuries, causing substantial economic losses and health risks. Most existing studies focus on macro-level predictions, such as accident frequency, but lack detailed collision-level analysis, which lim...

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Bibliographic Details
Main Authors: Peng Liu, Weiwei Zhang, Xuncheng Wu, Wenfeng Guo, Wangpengfei Yu
Format: Article
Language:English
Published: MDPI AG 2025-05-01
Series:Vehicles
Subjects:
explainable machine learning
driver injury severity prediction
accident datasets
feature extraction
accident feature analysis
SHAP
Online Access:https://www.mdpi.com/2624-8921/7/2/42
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