Table 8. Hausdorff et al. (2007) dataset detailed metrics for best-constructed models.
| Method | Metric | Control | PD patients | Accuracy | Macro avg. | Weighted avg. |
|---|---|---|---|---|---|---|
| CNN-XG-MSCHO | Precision | 0.947368 | 0.990354 | 0.981912 | 0.968861 | 0.982023 |
| Sensitivity | 0.960000 | 0.987179 | 0.981912 | 0.973590 | 0.981912 | |
| F1-measure | 0.953642 | 0.988764 | 0.981912 | 0.971203 | 0.981958 | |
| CNN-XG-SCHO | Precision | 0.946667 | 0.987179 | 0.979328 | 0.966923 | 0.979328 |
| Sensitivity | 0.946667 | 0.987179 | 0.979328 | 0.966923 | 0.979328 | |
| F1-measure | 0.946667 | 0.987179 | 0.979328 | 0.966923 | 0.979328 | |
| CNN-XG-SCA | Precision | 0.935065 | 0.990323 | 0.979328 | 0.962694 | 0.979614 |
| Sensitivity | 0.960000 | 0.983974 | 0.979328 | 0.971987 | 0.979328 | |
| F1-measure | 0.947368 | 0.987138 | 0.979328 | 0.967253 | 0.979431 | |
| CNN-XG-GA | Precision | 0.946667 | 0.987179 | 0.979328 | 0.966923 | 0.979328 |
| Sensitivity | 0.946667 | 0.987179 | 0.979328 | 0.966923 | 0.979328 | |
| F1-measure | 0.946667 | 0.987179 | 0.979328 | 0.966923 | 0.979328 | |
| CNN-XG-PSO | Precision | 0.947368 | 0.990354 | 0.981912 | 0.968861 | 0.982023 |
| Sensitivity | 0.960000 | 0.987179 | 0.981912 | 0.973590 | 0.981912 | |
| F1-measure | 0.953642 | 0.988764 | 0.981912 | 0.971203 | 0.981957 | |
| CNN-XG-FA | Precision | 0.947368 | 0.990354 | 0.981912 | 0.968861 | 0.982023 |
| Sensitivity | 0.960000 | 0.987179 | 0.981912 | 0.973590 | 0.981912 | |
| F1-measure | 0.953642 | 0.988764 | 0.981912 | 0.971203 | 0.981958 | |
| CNN-XG-WOA | Precision | 0.946667 | 0.987179 | 0.979328 | 0.966923 | 0.979328 |
| Sensitivity | 0.946667 | 0.987179 | 0.979328 | 0.966923 | 0.979328 | |
| F1-measure | 0.946667 | 0.987179 | 0.979328 | 0.966923 | 0.979328 | |
| CNN-XG-BSO | Precision | 0.946667 | 0.987179 | 0.979328 | 0.966923 | 0.979328 |
| Sensitivity | 0.946667 | 0.987179 | 0.979328 | 0.966923 | 0.979328 | |
| F1-measure | 0.946667 | 0.987179 | 0.979328 | 0.966923 | 0.979328 | |
| CNN-XG-RSA | Precision | 0.947368 | 0.990354 | 0.981912 | 0.968861 | 0.982023 |
| Sensitivity | 0.960000 | 0.987179 | 0.981912 | 0.973590 | 0.981912 | |
| F1-measure | 0.953642 | 0.988764 | 0.981912 | 0.971203 | 0.981958 | |
| CNN-XG-COA | Precision | 0.947368 | 0.990354 | 0.981912 | 0.968861 | 0.982023 |
| Sensitivity | 0.960000 | 0.987179 | 0.981912 | 0.973590 | 0.981912 | |
| F1-measure | 0.953642 | 0.988764 | 0.981912 | 0.971203 | 0.981958 | |
| CNN-XG-COLSHADE | Precision | 0.947368 | 0.990354 | 0.981912 | 0.968861 | 0.982023 |
| Sensitivity | 0.960000 | 0.987179 | 0.981912 | 0.973590 | 0.981912 | |
| F1-measure | 0.953642 | 0.988764 | 0.981912 | 0.971203 | 0.981958 | |
| Support | 75 | 312 |