Table 7.
Summary results for multiclass classification using LOOCV.
| Classification Tasks | LF + 10-s Time Window Size | RF + 10-s Time Window Size | CF + 10-s Time Window Size | |||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Acc. (%) | Sens. (%) | Spec. (%) | AUC | Acc. (%) | Sens. (%) | Spec. (%) | AUC | Acc. (%) | Sens. (%) | Spec. (%) | AUC | |
| HC | 98.99 | 97.26 | 99.57 | 0.9841 | 99.10 | 97.56 | 99.62 | 0.9859 | 98.51 | 97.79 | 98.76 | 0.9827 |
| ALS | 98.32 | 93.81 | 99.47 | 0.9664 | 98.15 | 92.68 | 99.55 | 0.9611 | 97.90 | 92.59 | 99.26 | 0.9592 |
| HD | 97.41 | 97.68 | 97.28 | 0.9748 | 97.45 | 97.80 | 97.28 | 0.9754 | 96.21 | 95.24 | 96.65 | 0.9595 |
| PD | 96.74 | 93.17 | 97.83 | 0.9550 | 96.49 | 93.09 | 97.54 | 0.9531 | 95.60 | 90 | 97.31 | 0.9366 |
Note: ALS = amyotrophic lateral sclerosis, HC = healthy control, HD = Huntington’s disease and PD = Parkinson’s disease.