Stacking Ensemble Learning Process to Predict Rural Road Traffic Flow

Table 3

Selected optimal values for models parameters.

Time horizon	Model	Road	Optimal parameters
Mid-term	RF	Tehran to Saveh	NV = 9	NT = 75
		Saveh to Tehran	NV = 45	NT = 375
	KNN	Tehran to Saveh	K = 4
		Saveh to Tehran	K = 1
	RNN	Tehran to Saveh	N = 8
		Saveh to Tehran	N = 12
Short-term	RF	Tehran to Saveh	NV = 30	NT = 250
		Saveh to Tehran	NV = 30	NT = 250
	KNN	Tehran to Saveh	K = 3
		Saveh to Tehran	K = 1
	RNN	Tehran to Saveh	N = 8
		Saveh to Tehran	N = 11