Brain Informatics

Table 2 Test results of the generalizable method for Trial 2 (SOP = 20 min, SPH = 10 min)

From: Epilepsy seizure prediction with few-shot learning method

Patient name	Fully connected			SVM
Patient name	Sensitivity (%)	FPR (/h)	AUC	Sensitivity (%)	FPR (/h)	AUC
Chb01	92.12 ± 0.3	0.024 ± 0.003	0.933 ± 0.005	95.84 ± 0.6	0.036 ± 0.005	0.969 ± 0.001
Chb02	83.05 ± 0.2	0.151 ± 0.002	0.891 ± 0.004	85.36 ± 0.2	0.120 ± 0.002	0.874 ± 0.005
Chb04	93.87 ± 0.4	0.090 ± 0.004	0.958 ± 0.005	91.25 ± 0.4	0.087 ± 0.005	0.984 ± 0.005
Chb05	75.54 ± 0.4	0.098 ± 0.002	0.892 ± 0.001	79.44 ± 0.5	0.134 ± 0.001	0.718 ± 0.002
Chb06	91.89 ± 0.7	0.097 ± 0.005	0.943 ± 0.015	100.00 ± 0.4	0.097 ± 0.005	0.997 ± 0.006
Chb07	83.35 ± 0.2	0.089 ± 0.001	0.907 ± 0.001	90.12 ± 0.1	0.114 ± 0.004	0.921 ± 0.004
Chb09	79.88 ± 0.6	0.087 ± 0.006	0.851 ± 0.007	88.52 ± 0.7	0.210 ± 0.003	0.864 ± 0.003
Chb14	95.18 ± 0.2	0.044 ± 0.005	0.912 ± 0.005	90.66 ± 0.6	0.077 ± 0.008	0.943 ± 0.004
Chb15	91.22 ± 0.1	0.073 ± 0.002	0.945 ± 0.006	91.65 ± 0.3	0.034 ± 0.001	0.951 ± 0.001
Chb17	67.83 ± 0.1	0.094 ± 0.001	0.902 ± 0.001	81.80 ± 0.1	0.058 ± 0.002	0.974 ± 0.005
Chb18	71.91 ± 0.5	0.124 ± 0.003	0.825 ± 0.003	75.41 ± 0.2	0.165 ± 0.005	0.795 ± 0.004
Chb19	94.02 ± 0.4	0.072 ± 0.004	0.976 ± 0.005	92.83 ± 0.1	0.084 ± 0.002	0.988 ± 0.002
Chb20	87.20 ± 0.2	0.079 ± 0.001	0.895 ± 0.002	88.25 ± 0.0	0.088 ± 0.003	0.926 ± 0.003
Chb21	70.98 ± 0.7	0.205 ± 0.002	0.798 ± 0.009	80.00 ± 0.4	0.211 ± 0.001	0.897 ± 0.005
Chb22	90.11 ± 0.2	0.121 ± 0.003	0.951 ± 0.002	96.23 ± 0.1	0.099 ± 0.002	0.943 ± 0.006
Avg	83.94 ± 0.3	0.087 ± 0.003	0.905 ± 0.004	88.49 ± 0.3	0.114 ± 0.003	0.916 ± 0.004

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