Predicting Critical Bicycle-Vehicle Conflicts at Signalized Intersections

Table 7

Result of the best near-crash prediction models after feature selection.

Scenarios	Monitoring period	Classifier	Accuracy	AUC	Recall	F2	Precision
PET = 5 and T2 = 5	10	RF	0.708	0.807	0.87	0.755	0.501
PET = 3 and T2 = 5	10	RF	0.651	0.802	0.906	0.681	0.346
PET = 5 and T2 = 3	20	RF	0.744	0.829	0.845	0.774	0.597
PET = 3 and T2 = 3	20	RF	0.714	0.814	0.91	0.783	0.514