Table 6.
Mean values in the evaluation of the classification performance on the subset of OpenfMRI.
| Classifier | ACC (%) | PRE (%) | REC (%) | F1 (%) |
|---|---|---|---|---|
| SVM | 33.00 (7.00) | 33.00 (3.00) | 35.00 (9.00) | 34.00 (8.00) |
| RF | 34.00 (6.00) | 34.00 (11.00) | 33.00 (2.00) | 35.00 (7.00) |
| XGBoost | 35.00 (6.00) | 35.00 (7.00) | 34.00 (9.00) | 36.00 (2.00) |
| PCA+SVM | 39.00 (7.00) | 38.00 (10.00) | 39.00 (10.00) | 40.00 (4.00) |
| PCA+RF | 41.00 (2.00) | 40.00 (10.00) | 41.00 (6.00) | 41.00 (13.00) |
| PCA+XGBoost | 43.00 (9.00) | 44.00 (8.00) | 45.00 (8.00) | 42.00 (7.00) |
| CCA+SVM | 43.00 (2.00) | 44.00 (5.00) | 46.00 (9.00) | 45.00 (2.00) |
| CCA+RF | 45.00 (7.00) | 46.00 (7.00) | 47.00 (3.00) | 46.00 (10.00) |
| CCA+XGBoost | 51.00 (14.00) | 53.00 (7.00) | 56.00 (7.00) | 50.00 (5.00) |
| DCL+SVM | 55.00 (6.00) | 57.00 (8.00) | 56.00 (8.00) | 57.00 (6.00) |
| DCL+RF | 62.00 (10.00) | 64.00 (3.00) | 64.00 (7.00) | 63.00 (9.00) |
| DCL+XGBoost | 67.00 (8.00) | 69.00 (10.00) | 68.00 (9.00) | 68.00 (10.00) |