Table 3 Epilepsy detection performance achieved using multiscale feature extraction methods on the CHB-MIT dataset
Patient id | Acc (%) | Sen (%) | Spe (%) | AUC |
|---|---|---|---|---|
Pt 01 | 98.6 | 98.9 | 91.8 | 0.929 |
Pt 02 | 99.5 | 99.6 | 97.2 | 0.943 |
Pt 03 | 99.3 | 99.3 | 98.2 | 0.945 |
Pt 04 | 99.9 | 99.9 | 100.0 | 0.950 |
Pt 05 | 99.1 | 99.2 | 80.0 | 0.900 |
Pt 06 | 98.4 | 99.0 | 90.0 | 0.937 |
Pt 07 | 99.5 | 99.5 | 86.7 | 0.906 |
Pt 08 | 97.8 | 98.0 | 92.7 | 0.924 |
Pt 09 | 99.7 | 99.8 | 94.6 | 0.953 |
Pt 10 | 98.1 | 98.4 | 90.5 | 0.923 |
Pt 11 | 99.7 | 99.7 | 100.0 | 0.900 |
Pt 13 | 99.0 | 99.1 | 96.7 | 0.943 |
Pt 14 | 97.5 | 97.5 | 99.5 | 0.914 |
Pt 15 | 99.9 | 99.9 | 100.0 | 0.950 |
Pt 16 | 97.9 | 98.3 | 95.6 | 0.958 |
Pt 17 | 98.7 | 98.7 | 100.0 | 0.918 |
Pt 18 | 99.1 | 99.4 | 89.1 | 0.932 |
Pt 19 | 99.6 | 99.7 | 95.6 | 0.963 |
Pt 21 | 98.8 | 98.9 | 80.0 | 0.887 |
Pt 22 | 99.0 | 99.3 | 83.3 | 0.907 |
Pt 23 | 99.1 | 99.5 | 96.6 | 0.980 |
Average | 99.0 | 99.1 | 93.2 | 0.932 |