Table 3 Bagged forest models
| Â | Splitting method | Training | Test | Â | ||
|---|---|---|---|---|---|---|
Dataset | ROC score | Dataset | ROC score | |||
In-bag training | Out-of-bag training | |||||
Dataset 1 (2 Class) | Diversity | 1 (20) 2 (21) | 0.97 | 0.72 | 1 (11) 2 (6) | 0.73 |
R C | 1 (25) 2 (17) | 0.98 | 0.63 | 1 (6) 2 (10) | 0.73 | |
Dataset 2 (2 Class from 3) | Diversity | 1 (13) 2 (13) | 0.99 | 0.59 | 1 (9) 2 (4) | 0.87 |
R C | 1 (20) 2 (9) | 0.97 | 0.71 | 1 (2) 2 (8) | 0.94 | |
Dataset 3 (3 Class) | Diversity | 1 (13) 2 (15) 3 (13) | 0.96 | 0.58 | 1 (8) 2 (4) 3 (4) | 0.67 |
R C | 1 (20) 2 (13) 3 (9) | 0.97 | 0.65 | 1 (2) 2 (6) 3 (8) | 0.59 | |