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

Table 1

HPO algorithms. The star symbol means that the chosen algorithms have needed some minor modifications.

Name	Reference	Ready?	Python minimal version	Smart	Library
PS	[15, 16]		2.7 y 3	X	[18]
TPE	[21]		2.7 y 3	X	[51]
CMA-ES	[13]		2.7 y 3	X	[52]
NM	[14]		2.7 y 3		[52]
RS	[23]		2.7 y 3	X	[52]
SMAC	[22]		3	X	[53]