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

Table 7

Comparison of collision-free and collision risk classification models (binning data).

Dependent variable	LRbox		NNbox		RFbox		SVMbox
	AUC	IR (%)	AUC	IR (%)	AUC	IR (%)	AUC	IR (%)
Basic features	0.747	—	0.752	—	0.722	—	0.690	—
Basic features + turning specific	0.745	−0.21	0.712	−5.31	0.696	−3.63	0.714	3.43
Basic features + consumer behavior	0.832	11.37	0.833	10.83	0.814	12.75	0.792	14.76

Note 1: LR_box, NN_box, RF_box, and SVM_box represent LR, NN, RF, and SVM models using binning data, respectively. Note 2: IR represents the increase in the AUC compared with the basic feature-based model.