Table 11.
Classification accuracies for the supervised classifiers.
| LEAVE-ONE-OUT | K-FOLD (10) a | ||||
|---|---|---|---|---|---|
| Task | Classifier | HC-PD (2-Classes) | UPDRS (3-Classes) | HC-PD (2-Classes) | UPDRS (3-Classes) |
| LA | SVM | 95.6 | 68.9 | 96.5 | 73.6 |
| KNN (k = 3) | 94.5 | 51.7 | 96.5 | 58.0 | |
| MLR | 89.6 | 68.9 | 89.6 | 70.5 | |
| AC | SVM | 88.2 | 66.3 | 88.2 | 69.9 |
| KNN (k = 3) | 86.0 | 60.0 | 88.2 | 67.5 | |
| MLR | 94.1 | 70.5 | 96.8 | 73.3 | |
| Po | SVM | 91.6 | 68.0 | 93.5 | 68.2 |
| KNN (k = 3) | 95.8 | 70.8 | 95.0 | 68.9 | |
| MLR | 83.3 | 62.5 | 81.7 | 58.8 | |
| PSCOM | SVM | 95.2 | 58.3 | 93.2 | 59.6 |
| KNN (k = 3) | 92.8 | 41.6 | 95.7 | 45.8 | |
| MLR | 95.8 | 50.0 | 91.9 | 52.1 | |
a 100 iterations.