Brain Informatics

Table 1 Test results of the generalizable method for Trial 1 (SOP = 25 min, SPH = 5 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	94.09 ± 0.2	0.013 ± 0.001	0.954 ± 0.004	98.78 ± 0.7	0.011 ± 0.006	0.984 ± 0.002
Chb02	50.00 ± 0.7	0.103 ± 0.006	0.901 ± 0.002	68.62 ± 0.1	0.100 ± 0.006	0.699 ± 0.004
Chb04	95.45 ± 1.2	0.110 ± 0.005	0.967 ± 0.005	90.72 ± 0.2	0.097 ± 0.006	0.973 ± 0.005
Chb05	71.36 ± 0.5	0.030 ± 0.009	0.786 ± 0.004	68.65 ± 0.4	0.121 ± 0.003	0.798 ± 0.003
Chb06	100.00 ± 0.3	0.051 ± 0.002	0.984 ± 0.012	86.92 ± 0.8	0.041 ± 0.006	0.894 ± 0.001
Chb07	81.54 ± 0.6	0.018 ± 0.005	0.912 ± 0.009	100.00 ± 0.0	0.023 ± 0.009	0.982 ± 0.007
Chb09	82.91 ± 1.1	0.032 ± 0.004	0.891 ± 0.021	98.32 ± 0.1	0.110 ± 0.007	0.996 ± 0.002
Chb14	62.98 ± 0.7	0.114 ± 0.006	0.919 ± 0.004	71.82 ± 0.6	0.050 ± 0.001	0.957 ± 0.008
Chb15	99.19 ± 0.7	0.023 ± 0.009	0.997 ± 0.007	90.02 ± 0.5	0.000 ± 0.006	0.949 ± 0.002
Chb17	81.73 ± 0.9	0.083 ± 0.001	0.924 ± 0.006	86.49 ± 0.2	0.097 ± 0.005	0.934 ± 0.004
Chb18	78.18 ± 1.4	0.112 ± 0.006	0.897 ± 0.001	71.22 ± 0.7	0.105 ± 0.002	0.798 ± 0.001
Chb19	99.09 ± 0.6	0.017 ± 0.005	0.998 ± 0.002	91.64 ± 0.1	0.001 ± 0.004	0.929 ± 0.005
Chb20	100.00 ± 0.8	0.040 ± 0.008	0.901 ± 0.007	89.84 ± 0.3	0.091 ± 0.001	0.897 ± 0.002
Chb21	77.72 ± 1.2	0.110 ± 0.008	0.867 ± 0.020	89.81 ± 0.5	0.106 ± 0.002	0.928 ± 0.003
Chb22	86.05 ± 0.1	0.135 ± 0.002	0.944 ± 0.001	98.10 ± 0.2	0.124 ± 0.006	0.967 ± 0.001
Avg	84.02 ± 0.7	0.066 ± 0.005	0.922 ± 0.007	86.73 ± 0.3	0.071 ± 0.004	0.912 ± 0.003

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