Semisupervised Seizure Prediction in Scalp EEG Using Consistency Regularization

Table 4

The performance of CSSPM with and without unlabeled data.

Patient	Only labeled data			Labeled and unlabeled data
	Sensitivity (%)	FPR (h)	value	Sensitivity (%)	FPR (h)	value
Pat1	100.0 ± 0.0	0.56 ± 0.03	<0.001	100.0 ± 0.0	0.50 ± 0.03	<0.001
Pat3	41.7 ± 8.3	0.18 ± 0.05	0.010	66.7 ± 0.0	0.12 ± 0.07	<0.001
Pat5	60.0 ± 0.0	0.46 ± 0.00	0.062	60.0 ± 0.0	0.46 ± 0.00	0.062
Pat9	50.0 ± 0.0	0.9 ± 0.123	0.476	50.0 ± 0.0	0.90 ± 0.08	0.459
Pat10	33.3 ± 0.0	1.08 ± 0.09	0.783	33.3 ± 0.0	0.45 ± 0.05	0.348
Pat13	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	0.80 ± 0.00	0.043	80.0 ± 0.0	0.70 ± 0.10	0.029
Pat18	66.7 ± 0.0	0.20 ± 0.02	0.001	83.3 ± 0.0	0.15 ± 0.02	<0.001
Pat20	80.0 ± 0.0	0.15 ± 0.00	<0.001	100.0 ± 0.0	0.15 ± 0.00	<0.001
Pat21	75.0 ± 0.0	0.43 ± 0.00	0.025	100.0 ± 0.0	0.41 ± 0.02	0.001
Pat23	80.0 ± 0.0	1.67 ± 0.00	0.281	100.0 ± 0.0	0.83 ± 0.17	0.005
Ave	67.9 ± 0.8	0.60 ± 0.01	n.a	78.5 ± 0.9	0.44 ± 0.04	n.a