Table 4 Test results of the few-shot learning method for Trial 2 (SOP = 20 min, SPH = 10 min)
From: Epilepsy seizure prediction with few-shot learning method
Patient name | Fully connected | SVM | ||||
|---|---|---|---|---|---|---|
Sensitivity (%) | FPR (/h) | AUC | Sensitivity (%) | FPR (/h) | AUC | |
Chb03 | 94.18 ± 0.2 | 0.066 ± 0.001 | 0.944 ± 0.007 | 95.92 ± 0.1 | 0.070 ± 0.006 | 0.989 ± 0.003 |
Chb10 | 90.10 ± 0.8 | 0.069 ± 0.006 | 0.908 ± 0.002 | 93.42 ± 0.7 | 0.101 ± 0.005 | 0.975 ± 0.004 |
Chb16 | 92.24 ± 0.6 | 0.080 ± 0.002 | 0.937 ± 0.003 | 97.78 ± 0.5 | 0.002 ± 0.002 | 0.986 ± 0.002 |
Avg | 92.17 ± 0.5 | 0.071 ± 0.003 | 0.929 ± 0.004 | 95.70 ± 0.4 | 0.057 ± 0.004 | 0.983 ± 0.003 |