Table 1.

Normalized Mean Absolute Errors (NMAE) for prediction of synthetic data dose-responses with varying noise levels using RF and FRF.

#Trees	#Folds	Noiseless		5% Noise		10% Noise		20% Noise
		RF	FRF	RF	FRF	RF	FRF	RF	FRF
50	5	0.037	0.029	0.039	0.034	0.045	0.034	0.063	0.051
	10	0.036	0.028	0.034	0.028	0.043	0.035	0.060	0.049
100	5	0.039	0.030	0.039	0.034	0.044	0.036	0.063	0.049
	10	0.036	0.029	0.035	0.030	0.042	0.035	0.059	0.047
150	5	0.041	0.034	0.036	0.030	0.047	0.037	0.060	0.049
	10	0.031	0.027	0.034	0.029	0.042	0.034	0.060	0.047
Improvement			24%		17%		25%		25%

The different numbers of folds are used in training & test data separation. Bold values indicate the best performances.