Wavelets and Morphological Operators Based Classification of Epilepsy Risk Levels

Table 9

Performance analysis of Haar wavelet transforms with soft thresholding.

Classifiers	Perfect classification	Missed classification	False alarm	Performance Index
Heursure soft thresholding
Code converter	66.1	19.18	11.93	52.82
With SVD; optimization	87.21	2.84	9.94	82.64
With EM optimization	89.03	6.79	4.16	87.88
With MEM optimization	90.46	4.6	4.93	89.82
Mini max soft thresholding
Code converter	64.63	20.59	15.1	44.52
With SVD; optimization	85.22	0	14.77	79.43
With EM optimization	89.48	5.92	4.6	88.15
With MEM optimization	93.97	2.74	3.5	93.4
Rig sure soft thresholding
Code converter	66.34	19.88	13.78	49.11
With SVD; optimization	88.49	0	11.5	84.18
With EM; optimization	90.9	3.84	5.48	89.93
With MEM; optimization	92.22	3.62	4.16	91.25
Sqtwolog soft thresholding
Code converter	65.34	27.69	6.96	46.89
With SVD; optimization	77.69	20.88	1.42	66.58
With EM optimization	84.65	10.85	4.49	82.12
With MEM optimization	88.38	8.88	2.74	86.87