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

Figure 7

Average of gain for each smaller partition with respect to the whole dataset in each dataset .

(a) Grain of RF for dataset

(b) Grain of GB for dataset

(c) Grain of MLP for dataset