Individual Driver Crash Risk Classification Based on IoV Data and Offline Consumer Behavior Data

Table 5

Comparison of risk classification models (nonbinning data).

	LR	NN	RF	SVM	Average
AUC0-1·2	0.748	0.741	0.770	0.701	0.740
AUC1-2	0.783	0.779	0.627	0.780	0.743

Note 1: AUC_0-1·2 and AUC_1-2 represent the AUCs for collision-free and collision, and severe collision and general collision incidents, respectively.