Table 4.
Evaluation of different inputs to the different combinations of XGBoost on the CNP dataset.
| Method | Input | ACC (%) | PRE (%) | REC (%) | F1 (%) |
|---|---|---|---|---|---|
| PCA+XGBoost | fMRI | 38.00 (7.00) | 35.00 (4.00) | 36.16 (3.00) | 33.00 (2.00) |
| sMRI | 37.00 (8.00) | 35.00 (3.00) | 36.00 (10.00) | 32.00 (9.00) | |
| fMRI+sMRI | 49.00 (11.00) | 45.00 (8.00) | 49.00 (8.00) | 45.00 (7.00) | |
| CCA+XGBoost | fMRI | 36.00 (10.00) | 34.00 (4.00) | 36.00 (7.00) | 35.00 (8.00) |
| sMRI | 38.20 (1.00) | 37.06 (7.00) | 35.00 (9.00) | 36.00 (4.00) | |
| fMRI+sMRI | 49.00 (8.00) | 46.00 (14.00) | 49.00 (12.00) | 44.00 (14.00) | |
| DCL-XGBoost | fMRI | 56.00 (2.00) | 58.00 (8.00) | 60.00 (3.00) | 53.00 (9.00) |
| sMRI | 58.00 (6.00) | 62.00 (8.00) | 52.00 (11.00) | 55.00 (6.00) | |
| fMRI+sMRI | 72.00 (8.00) | 81.00 (2.00) | 70.00 (3.00) | 75.00 (3.00) |