Semisupervised Seizure Prediction in Scalp EEG Using Consistency Regularization

Table 3

Comparison of the baseline and CSSPM while increasing the number of labeled recordings in the training set (sensitivity/FPR).

Patient	Baseline (all labeled)	With one recording labeled		With two recording labeled		With three recordings labeled
		Baseline	CSSPM	Baseline	CSSPM	Baseline	CSSPM
Pat1	85.7/0.24	85.7/0.77	100.0/0.50	85.7/0.38	100.0/0.44	85.7/0.16	100.0/0.15
Pat3	100.0/0.18	41.7/0.16	66.7/0.12	66.7/0.14	66.7/0.05	75.0/0.14	75.0/0.07
Pat10	33.3/0.00	33.3/1.26	33.3/0.45	41.7/0.72	50.0/0.50	58.4/0.72	58.4/0.68
Pat18	100.0/0.28	50.0/0.28	83.3/0.15	83.3/0.20	83.3/0.11	83.3/0.13	83.3/0.09
Ave	79.8/0.18	52.7/0.62	70.8/0.31	69.4/0.36	75.0/0.28	75.6/0.29	79.2/0.25