Semisupervised Seizure Prediction in Scalp EEG Using Consistency Regularization

Table 2

Seizure prediction performance achieved by the baseline and CSSPM for all 11 patients.

Patient	Baseline (trained on all labeled recordings)			Baseline (trained on one labeled recording)			CSSPM
	Sensitivity (%)	FPR (h)	value	Sensitivity (%)	FPR (h)	value	Sensitivity (%)	FPR (h)	value
Pat1	85.7 ± 0.0	0.24 ± 0.00	<0.001	85.7 ± 0.0	0.77 ± 0.06	0.005	100.0 ± 0.0	0.50 ± 0.03	<0.001
Pat3	100.0 ± 0.0	0.18 ± 0.00	<0.001	41.7 ± 8.3	0.16 ± 0.02	0.008	66.7 ± 0.0	0.12 ± 0.07	<0.001
Pat5	80.0 ± 20.0	0.19 ± 0.03	0.001	40.0 ± 0.0	0.35 ± 0.04	0.185	60.0 ± 0.0	0.46 ± 0.00	0.062
Pat9	50.0 ± 0.0	0.12 ± 0.12	0.067	50.0 ± 0.0	1.01 ± 0.20	0.519	50.0 ± 0.0	0.90 ± 0.08	0.459
Pat10	33.3 ± 0.0	0.00 ± 0.00	0.025	33.3 ± 0.0	1.26 ± 0.27	0.857	33.3 ± 0.0	0.45 ± 0.05	0.348
Pat13	80.0 ± 0.0	0.14 ± 0.00	<0.001	80.0 ± 0.0	0.18 ± 0.04	<0.001	90.0 ± 10.0	0.18 ± 0.05	<0.001
Pat14	80.0 ± 0.0	0.40 ± 0.00	0.004	60.0 ± 0.0	1.40 ± 0.00	0.506	80.0 ± 0.0	0.70 ± 0.10	0.029
Pat18	100.0 ± 0.0	0.28 ± 0.02	<0.001	50.0 ± 0.0	0.28 ± 0.02	0.033	83.3 ± 0.0	0.15 ± 0.02	<0.001
Pat20	100.0 ± 0.0	0.25 ± 0.05	<0.001	80.0 ± 0.0	0.15 ± 0.10	<0.001	100.0 ± 0.0	0.15 ± 0.00	<0.001
Pat21	100.0 ± 0.0	0.23 ± 0.09	<0.001	75.0 ± 0.0	0.55 ± 0.17	0.046	100.0 ± 0.0	0.41 ± 0.02	0.001
Pat23	100.0 ± 0.0	0.33 ± 0.00	<0.001	80.0 ± 0.0	1.50 ± 0.17	0.224	100.0 ± 0.0	0.83 ± 0.17	0.005
Ave	82.6 ± 1.8	0.21 ± 0.02	n.a	61.4 ± 0.8	0.70 ± 0.08	n.a	78.5 ± 0.9	0.44 ± 0.04	n.a