On the Use of Wavelet Domain and Machine Learning for the Analysis of Epileptic Seizure Detection from EEG Signals

Table 5

Results for real-time clinical datasets using average power feature for different classifiers.

Sets (cases)	Classifier	Classifier accuracy (%)	Sensitivity (%)	Specificity (%)	PPV	NPV	MCC
Healthy versus epileptic patients	SVM	91.667	83.33	100	100	87.5	0.85
	kNN	75	50	100	100	67.5	0.58
	Naïve Bayes	75	100	50	75	0	0
	Decision Tree	50	0	100	0	50	0

SVM: support vector machine.