Table 2.

Performance comparison of wavelet-based epileptic seizure detection.

Decomposition Method	Sensitivity (%)	Specificity (%)	Accuracy (%)	Mean Parametric Value (%)	Classifiers	CV
Empirical wavelet transform [1]	97.91	99.57	99.41	98.96	RF	10
CWT with Morlet [5]	87.90	82.40	82.40	84.23	3RF	5
Tunable Q wavelet transform [6]	97.00	99.00	97.75	97.92	LS_SVM	10
Wavelet decomposition (5L-db4) [8]	92.10	99.50	99.40	97.00	RBF_SVM	5
Stockwell transform—ictal [9]	99.42	99.89	99.73	99.68	k-NN	5
Wavelet decomposition (5L-db6) [10]	99.40	99.90	99.60	99.63	SVM	5
Dual-tree complex wavelet transform (DT-CWT) [13]	98.0	100	98	98.6	SVM	10