| pca | ACC | 0.72 (+/−0.05) | 0.79 (+/−0.02) | 0.72 (+/−0.03) | 0.78 (+/−0.02) | 0.78 (+/−0.04) | 0.77 (+/−0.02) | 0.44 (+/−0.09) | 0.79 (+/−0.01) | 0.79 (+/−0.01) | |
| AUC | 0.54 (+/−0.06) | 0.51 (+/−0.12) | 0.47 (+/−0.04) | 0.45 (+/−0.09) | 0.50 (+/−0.12) | 0.48 (+/−0.06) | 0.44 (+/−0.09) | 0.49 (+/−0.10) | 0.54 (+/−0.07) | ||
| F1 | 0.69 (+/−0.04) | 0.71 (+/−0.04) | 0.67 (+/−0.02) | 0.69 (+/−0.02) | 0.71 (+/−0.06) | 0.70 (+/−0.02) | 0.67 (+/−0.02) | 0.70 (+/−0.02) | 0.70 (+/−0.02) | ||
| mrmr | ACC | 0.93 (+/−0.01) | 0.82 (+/−0.04) | 0.74 (+/−0.06) | 0.78 (+/−0.04) | 0.79 (+/−0.05) | 0.83 (+/−0.03) | 0.80 (+/−0.07) | 0.93 (+/−0.02) | 0.91 (+/−0.02) | |
| AUC | 0.98 (+/−0.01) | 0.85 (+/−0.05) | 0.62 (+/−0.08) | 0.66 (+/−0.07) | 0.75 (+/−0.08) | 0.84 (+/−0.07) | 0.80 (+/−0.07) | 0.97 (+/−0.02) | 0.96 (+/−0.02) | ||
| F1 | 0.93 (+/−0.01) | 0.75 (+/−0.07) | 0.74 (+/−0.06) | 0.70 (+/−0.04) | 0.75 (+/−0.06) | 0.78 (+/−0.04) | 0.78 (+/−0.08) | 0.93 (+/−0.02) | 0.90 (+/−0.03) | ||
| LGG | RF | ACC | 0.83 (+/−0.03) | 0.80 (+/−0.05) | 0.71 (+/−0.06) | 0.78 (+/−0.07) | 0.81 (+/−0.05) | 0.77 (+/−0.02) | 0.89 (+/−0.04) | 0.82 (+/−0.04) | 0.75 (+/−0.08) |
| AUC | 0.93 (+/−0.02) | 0.88 (+/−0.03) | 0.72 (+/−0.05) | 0.88 (+/−0.05) | 0.89 (+/−0.04) | 0.84 (+/−0.04) | 0.89 (+/−0.04) | 0.92 (+/−0.02) | 0.84 (+/−0.07) | ||
| F1 | 0.84 (+/−0.03) | 0.80 (+/−0.05) | 0.70 (+/−0.06) | 0.78 (+/−0.07) | 0.81 (+/−0.05) | 0.77 (+/−0.02) | 0.77 (+/−0.05) | 0.82 (+/−0.04) | 0.75 (+/−0.08) | ||
| pca | ACC | 0.77 (+/−0.05) | 0.69 (+/−0.06) | 0.69 (+/−0.05) | 0.73 (+/−0.04) | 0.72 (+/−0.05) | 0.71 (+/−0.03) | 0.83 (+/−0.03) | 0.76 (+/−0.05) | 0.64 (+/−0.02) | |
| AUC | 0.88 (+/−0.05) | 0.78 (+/−0.10) | 0.70 (+/−0.06) | 0.78 (+/−0.05) | 0.82 (+/−0.06) | 0.79 (+/−0.04) | 0.83 (+/−0.03) | 0.86 (+/−0.05) | 0.84 (+/−0.06) | ||
| F1 | 0.77 (+/−0.05) | 0.66 (+/−0.06) | 0.69 (+/−0.05) | 0.73 (+/−0.05) | 0.72 (+/−0.05) | 0.70 (+/−0.04) | 0.76 (+/−0.06) | 0.76 (+/−0.05) | 0.55 (+/−0.04) | ||
| mrmr | ACC | 0.93 (+/−0.02) | 0.82 (+/−0.03) | 0.76 (+/−0.04) | 0.85 (+/−0.06) | 0.88 (+/−0.04) | 0.88 (+/−0.07) | 0.97 (+/−0.03) | 0.93 (+/−0.03) | 0.82 (+/−0.04) | |
| AUC | 0.98 (+/−0.02) | 0.94 (+/−0.03) | 0.76 (+/−0.04) | 0.94 (+/−0.02) | 0.96 (+/−0.02) | 0.94 (+/−0.05) | 0.97 (+/−0.03) | 0.99 (+/−0.01) | 0.95 (+/−0.03) | ||
| F1 | 0.93 (+/−0.02) | 0.82 (+/−0.03) | 0.76 (+/−0.04) | 0.85 (+/−0.06) | 0.88 (+/−0.04) | 0.88 (+/−0.07) | 0.93 (+/−0.05) | 0.93 (+/−0.03) | 0.82 (+/−0.04) |