Table 2 Ensemble’s Accuracy results
Data Sets | AdaBoost | Bagging | Ensemble Selection |
|---|---|---|---|
S12 | 99.2 (1.7) | 98.1 (3.3) | 97.3 (3.7) |
H11 | 99.2 (1.8) | 99.2 (1.8) | 96.3 (5.0) |
ERYT21RV | 95.4 (4.2) | 95.8 (3.9) | 93.3 (4.5) |
HYP11 | 91.2 (4.1) | 90.0 (6.3) | 91.2 (4.1) |
HYP21 | 95.1 (1.9) | 95.1 (3.3) | 89.7 (6.5) |
BG11 | 93.8 (3.4) | 94.3 (4.6) | 94.3 (5.1) |
BG21 | 95.7 (3.6) | 94.4 (4.6) | 93.9 (5.1) |
BG31 | 93.9 (3.2) | 91.6 (4.8) | 92.3 (5.0) |
LUNG21 | 93.8 (4.1) | 92.5 (4.7) | 92.5 (4.3) |
Overall Average | 95.3 (3.1) | 94.6 (4.1) | 93.4 (4.8) |