Table 3. Confusion matrix and per-class performance achieved by the proposed method using Pz-Oz EEG channel of the EDF-Sleep-2013 database.
Predicted | Per-class Performance (%) | ||||||||
---|---|---|---|---|---|---|---|---|---|
W1 | N1 | N2 | N3 | REM | Pre | Rec | Spe | F1 | |
W1 | 7094 | 398 | 82 | 41 | 238 | 90.20 | 90.33 | 97.65 | 90.27 |
N1 | 539 | 1167 | 455 | 29 | 492 | 45.84 | 43.51 | 96.36 | 44.64 |
N2 | 114 | 655 | 14220 | 1157 | 971 | 88.58 | 83.07 | 92.19 | 85.74 |
N3 | 17 | 12 | 791 | 4658 | 10 | 78.48 | 84.88 | 96.36 | 81.55 |
REM | 100 | 314 | 506 | 50 | 6489 | 79.13 | 87.00 | 94.84 | 82.88 |