Automatic Epileptic Seizure Detection Using Scalp EEG and Advanced Artificial Intelligence Techniques

Table 12

Classifier performance results for top five uncorrelated features ranked using LDA backward search feature selection from five regions and oversampled using SMOTE.

Classifier	Sensitivity	Specificity	AUC
LDC	82%	90%	56%
QDC	87%	92%	63%
UDC	52%	91%	70%
POLYC	82%	90%	92%
LOGLC	88%	87%	94%
KNNC	93%	94%	98%
TREEC	90%	90%	94%
PARZENC	96%	98%	82%
SVC	90%	89%	93%