Table 3.
Outcome of the feature selection for the detection of eyeblink artifacts.
| Iteration number | No. ICs | No. artifacts | TP | TN | FP | FN | Accuracy (selected features) | Accuracy (all features) |
|---|---|---|---|---|---|---|---|---|
| 1 | 330 | 8 | 8 | 322 | 0 | 0 | 1.000 | 1.000 |
| 2 | 210 | 7 | 7 | 203 | 0 | 0 | 1.000 | 0.995 |
| 3 | 270 | 7 | 7 | 263 | 0 | 0 | 1.000 | 1.000 |
| 4 | 360 | 7 | 7 | 353 | 0 | 0 | 1.000 | 0.997 |
| 5 | 330 | 7 | 6 | 323 | 0 | 1 | 0.997 | 0.997 |
| 6 | 240 | 8 | 8 | 232 | 0 | 0 | 1.000 | 0.996 |
| 7 | 360 | 6 | 6 | 354 | 0 | 0 | 1.000 | 0.997 |
| 8 | 180 | 7 | 7 | 173 | 0 | 0 | 1.000 | 1.000 |
| 9 | 270 | 7 | 7 | 263 | 0 | 0 | 1.000 | 1.000 |
| 10 | 240 | 7 | 7 | 233 | 0 | 0 | 1.000 | 1.000 |
| Mean | 279 | 7.1 | >0.999 | 0.998 |