Predicting Critical Bicycle-Vehicle Conflicts at Signalized Intersections

Table 6

Result of the best near-crash prediction models using all features.

Scenarios	Monitoring period	Classifier	Accuracy	AUC	Recall	F2	Precision
PET = 5 and T2 = 5	10	RF	0.698	0.784	0.778	0.691	0.488
PET = 3 and T2 = 5	10	RF	0.657	0.776	0.824	0.636	0.338
PET = 5 and T2 = 3	20	RF	0.684	0.768	0.745	0.686	0.537
PET = 3 and T2 = 3	20	RF	0.675	0.785	0.806	0.699	0.478