A New Approach to Detect Epileptic Seizures in Electroencephalograms Using Teager Energy

Table 6

Descriptive results of ROC analysis using TE for discriminating normal and seizure groups (classification problem-1) for different window lengths.

Window length, 𝑊, samples	Window length, 𝑇, seconds	AUC	Average accuracy %	Computation time/window, milliseconds
4000	23.04	1.0000	100.0	0.2519
3000	17.28	1.0000	100.0	0.1990
2000	11.52	0.9999	99.8	0.1657
1000	5.76	0.9995	99.5	0.1283
500	2.88	0.9988	99.4	0.1083
200	1.15	0.9977	99.0	0.0996