An Explainable Statistical Method for Seizure Prediction Using Brain Functional Connectivity from EEG

Table 2

Seizures prediction results for the patients in FH-PKU database via our method.

Patient ID	BN data			Raw data			BN + raw data
	AUC	SENS	FDR	AUC	SENS	FDR	AUC	SENS	FDR
200002	0.950	100	0.125	0.637	40.0	0.025	0.945	80.0	0.000
210416	0.991	95.0	0.026	0.945	100	0.184	0.983	95.0	0.053
210443	0.957	90.0	0.000	0.726	70.0	0.359	0.967	90.0	0.000
210447	0.900	89.5	0.237	0.749	78.9	0.342	0.865	94.7	0.316
210454	0.891	85.0	0.105	0.834	100	0.447	0.930	90.0	0.132
210460	0.996	100	0.071	0.847	90.0	0.284	0.995	96.7	0.035
210465	0.992	95.0	0.035	0.790	80.0	0.319	0.985	100	0.113
210467	0.939	90.0	0.029	0.795	70.0	0.143	0.967	90.0	0.029
210470	0.975	90.0	0.000	0.820	100	0.447	0.978	90.0	0.000
210471	0.929	80.0	0.025	0.579	50.0	0.256	0.910	85.0	0.154
210477	0.971	87.5	0.026	0.651	95.8	0.692	0.927	87.5	0.103
210486	0.995	100	0.025	0.869	65.0	0.026	0.989	95.0	0.051
210489	0.978	90.0	0.026	0.749	85.0	0.368	0.988	90.0	0.026
210494	1.000	100	0.000	0.949	92.9	0.154	1.000	100	0.000
210498	0.992	100	0.028	0.611	70.0	0.451	0.987	100	0.056
210499	0.948	80.0	0.013	0.730	60.0	0.197	0.970	100	0.158
210503	0.877	80.0	0.040	0.981	100	0.067	0.986	100	0.080
Average	0.958	91.3	0.048	0.780	79.3	0.280	0.963	93.1	0.077