Effect of the Sampling of a Dataset in the Hyperparameter Optimization Phase over the Efficiency of a Machine Learning Algorithm

Table 8

Patterns of profit.

ML method	Pattern 1	Pattern 2	Pattern 3	Pattern 4
RF	NM	SMAC, RS	PS, TPE, CMA-ES
GB	RS	NM, TPE, CMA-ES	SMAC, PS
MLP		RS, SMAC	CMA-ES	PS, TPE, NM