Table 9 The prediction results of... | Emerald Publishing

Table 9

The prediction results of different machine learning models

Driving style	Aggressive					Moderate					Conservative
Evaluation index	PPV	TPR	FPR	TNR	F1-Score	PPV	TPR	FPR	TNR	F1-Score	PPV	TPR	FPR	TNR	F1-Score	ACC
SVM	0.833	0.556	0.017	0.983	0.667	0.588	0.909	0.583	0.417	0.714	0.833	0.37	0.048	0.952	0.513	0.652
XGB	1.000	0.333	0	1.000	0.500	0.587	0.818	0.528	0.472	0.684	0.700	0.519	0.143	0.857	0.596	0.638
LR	0.333	0.222	0.067	0.933	0.267	0.523	0.697	0.583	0.417	0.597	0.579	0.407	0.190	0.810	0.478	0.522
MLP	0.600	0.667	0.067	0.933	0.631	0.659	0.879	0.417	0.583	0.753	0.867	0.481	0.048	0.952	0.619	0.696

Driving style	Aggressive					Moderate					Conservative
Evaluation index	PPV	TPR	FPR	TNR	F1-Score	PPV	TPR	FPR	TNR	F1-Score	PPV	TPR	FPR	TNR	F1-Score	ACC
SVM	0.833	0.556	0.017	0.983	0.667	0.588	0.909	0.583	0.417	0.714	0.833	0.37	0.048	0.952	0.513	0.652
XGB	1.000	0.333	0	1.000	0.500	0.587	0.818	0.528	0.472	0.684	0.700	0.519	0.143	0.857	0.596	0.638
LR	0.333	0.222	0.067	0.933	0.267	0.523	0.697	0.583	0.417	0.597	0.579	0.407	0.190	0.810	0.478	0.522
MLP	0.600	0.667	0.067	0.933	0.631	0.659	0.879	0.417	0.583	0.753	0.867	0.481	0.048	0.952	0.619	0.696