Research Article

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

Table 10

Classifier performance results for top 20 uncorrelated features using SMOTE.

ClassifierSensitivitySpecificityAUC

LDC72%84%54%
QDC64%94%64%
UDC38%95%66%
POLYC72%84%85%
LOGLC82%88%92%
KNNC90%91%96%
TREEC87%88%92%
PARZENC75%92%57%
SVC82%89%91%