Table 4 Enhancement of the prediction accuracy by ensemble majority voting*
From: Classification methods for the development of genomic signatures from high-dimensional data
r | ρ | Prediction accuracy of each base classifier | ||||
|---|---|---|---|---|---|---|
0.5 | 0.6 | 0.7 | 0.8 | 0.9 | ||
3 | 0 | 0.5 | 0.648 | 0.784 | 0.896 | 0.972 |
0.1 | 0.5 | 0.635 | 0.762 | 0.871 | 0.953 | |
0.3 | 0.5 | 0.618 | 0.732 | 0.836 | 0.927 | |
15 | 0 | 0.5 | 0.787 | 0.950 | 0.996 | 1.000 |
0.1 | 0.5 | 0.695 | 0.851 | 0.947 | 0.990 | |
0.3 | 0.5 | 0.636 | 0.762 | 0.868 | 0.948 | |
25 | 0 | 0.5 | 0.846 | 0.986 | 1.000 | 1.000 |
0.1 | 0.5 | 0.708 | 0.868 | 0.958 | 0.993 | |
0.3 | 0.5 | 0.639 | 0.766 | 0.872 | 0.951 | |
101 | 0 | 0.5 | 0.980 | 1.000 | 1.000 | 1.000 |
0.1 | 0.5 | 0.728 | 0.891 | 0.971 | 0.996 | |
0.3 | 0.5 | 0.642 | 0.771 | 0.877 | 0.954 | |