Table 2.
Sensitivity/Specificity |
|||||
---|---|---|---|---|---|
Error | Naive | Mild | Moderate | Severe | |
PSD (134 features) | |||||
P1 | 0.11 | 0.96/0.94 | 0.83/0.95 | 0.81/0.97 | 0.92/0.97 |
P2 | 0.14 | 0.94/0.88 | 0.84/0.99 | 0.70/0.95 | 0.85/0.96 |
P3 | 0.14 | 0.89/0.94 | 0.69/0.97 | 0.91/0.84 | |
All | 0.19 | 0.90/0.85 | 0.76/0.96 | 0.73/0.91 | 0.79/0.98 |
PAC (72 features) | |||||
P1 | 0.52 | 0.77/0.40 | 0.26/0.74 | 0.10/0.89 | 0.47/0.85 |
P2 | 0.59 | 0.72/0.16 | 0.11/0.78 | 0.17/0.84 | 0.12/0.87 |
P3 | 0.57 | 0.35/0.59 | 0.08/0.88 | 0.61/0.31 | |
All | 0.61 | 0.66/0.29 | 0.16/0.74 | 0.19/0.69 | 0.27/0.90 |
PSD + PAC (206 features) | |||||
P1 | 0.19 | 0.96/0.82 | 0.76/0.93 | 0.66/0.97 | 0.71/0.97 |
P2 | 0.21 | 0.92/0.73 | 0.73/0.97 | 0.53/0.95 | 0.76/0.96 |
P3 | 0.22 | 0.79/0.86 | 0.59/0.99 | 0.85/0.76 | |
All | 0.28 | 0.87/0.74 | 0.67/0.92 | 0.58/0.89 | 0.62/0.96 |
SVM, support vector machine; PSD, power spectral density; PAC, phase-amplitude coupling.