Near crash events are often regarded as an excellent surrogate measure for traffic safety research because they include abrupt changes in vehicle kinematics that can lead to deadly accident scenarios. In this paper, we introduced machine learning and deep algorithms predicting near using LiDAR data at a signalized intersection. To predict occurrence, used essential kinematic variables such late...