Table 2 Cross-subject experimental results based on the CHB-MIT dataset, using a leave-one-out strategy.
ID | Acc (%) | Sen (%) | Spe (%) | AUC | F1 | False alarms per hour |
|---|---|---|---|---|---|---|
chb01 | 96.42 | 93.47 | 99.34 | 0.99 | 0.96 | 0.03 |
chb02 | 99.14 | 100.00 | 98.28 | 0.99 | 0.99 | 0.08 |
chb03 | 87.56 | 79.35 | 95.62 | 0.97 | 0.86 | 0.22 |
chb04 | 90.22 | 81.11 | 99.33 | 0.98 | 0.89 | 0.01 |
chb05 | 91.57 | 99.04 | 83.98 | 0.98 | 0.92 | 1.64 |
chb06 | 68.19 | 84.53 | 51.99 | 0.80 | 0.72 | 0.20 |
chb07 | 93.01 | 93.49 | 92.51 | 0.96 | 0.93 | 0.18 |
chb08 | 87.25 | 80.19 | 94.38 | 0.94 | 0.86 | 0.96 |
chb09 | 88.96 | 99.21 | 78.52 | 0.98 | 0.90 | 0.44 |
chb10 | 89.13 | 90.89 | 87.36 | 0.96 | 0.89 | 0.36 |
chb11 | 89.54 | 81.33 | 97.73 | 0.97 | 0.88 | 0.55 |
chb12 | 84.14 | 76.05 | 92.20 | 0.93 | 0.82 | 0.51 |
chb13 | 80.52 | 70.09 | 91.08 | 0.89 | 0.78 | 0.52 |
chb14 | 61.50 | 39.56 | 83.33 | 0.64 | 0.50 | 0.32 |
chb15 | 90.12 | 86.83 | 93.40 | 0.95 | 0.89 | 0.80 |
chb16 | 81.11 | 68.42 | 93.55 | 0.93 | 0.78 | 0.05 |
chb17 | 83.93 | 69.41 | 98.63 | 0.97 | 0.80 | 0.12 |
chb18 | 85.86 | 75.00 | 96.71 | 0.95 | 0.84 | 0.15 |
chb19 | 87.63 | 79.26 | 96.11 | 0.96 | 0.86 | 0.27 |
chb20 | 81.42 | 64.05 | 99.08 | 0.96 | 0.77 | 0.03 |
chb21 | 71.17 | 43.15 | 99.25 | 0.90 | 0.59 | 0.03 |
chb22 | 96.40 | 95.68 | 97.12 | 0.99 | 0.96 | 0.17 |
chb23 | 84.98 | 73.41 | 96.52 | 0.94 | 0.83 | 0.11 |
chb24 | 90.53 | 86.14 | 94.92 | 0.96 | 0.90 | 0.18 |
Mean±Std | 85.84±10.13 | 79.57±15.64 | 92.12±14.78 | 0.94±0.09 | 0.84±0.11 | 0.33±0.37 |