Table 3.

Performance comparison of EMD-based seizure detection method for epileptic seizure.

Decomposition Method	Sensitivity%	Specificity %	Accuracy %	Mean Parametric Value (%)	Classifiers	CV
Complete ensemble empirical mode decomposition with adaptive noise [11]-sets S and (F)	100	99	98	99	RF	10
Complete ensemble empirical mode decomposition with adaptive noise [11]-sets S and (F, N)	99.50	100.00	99.00	99.50	RF	10
Variational mode decomposition [16]	-	-	97.35	-	RF	10
Hilbert vibration decomposition [17]	96	97.5	97.33	96.94	LS_SVM	10
	99	99	97.67	98.56	LS_SVM	10