Prediction of Traffic Accident Severity Based on Random Forest

Table 3

Prediction performance of each model.

Model	Accuracy (%)	Recall	False alarm rates	F1 score	Roc
Random forests	80	0.83	0.16	0.82	0.85
RBF neural network	63	0.66	0.30	0.66	0.70
BP neural network	60	0.65	0.33	0.62	0.62
Support vector machine	59	0.62	0.35	0.60	0.61