Comparing resampling algorithms and classifiers for modeling traffic risk prediction

• Main Authors: Wang, Bo, Zhang, Chi, Wong, Yiik Diew, Hou, Lei, Zhang, Min, Xiang, Yujie
• Other Authors: School of Civil and Environmental Engineering
• Format: Article
• Language: English
• Published: 2023
• Subjects: Engineering::Civil engineering; Traffic Crash Risk Prediction; Resampling Algorithms
• Online Access: https://hdl.handle.net/10356/168557
• Institution: Nanyang Technological University

Road infrastructure has significant effects on road traffic safety and needs further examination. In terms of traffic crash prediction, recent studies have started to develop deep learning classification algorithms. However, given the uncertainty of traffic crashes, predicting the traffic risk poten...