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

Figure 1

Accuracy, time, and spatial complexity of RF.

(a) Accuracy in -RF

(b) Time in -RF

(c) Spatial complexity in -RF

(d) Accuracy in -RF

(e) Time in -RF

(f) Spatial complexity in -RF

(g) Accuracy in -RF

(h) Time in -RF

(i) Spatial complexity in -RF

(j) Accuracy in -RF

(k) Time in -RF

(l) Spatial complexity in -RF

(m) Accuracy in -RF

(n) Time in -RF

(o) Spatial complexity in -RF