Ensemble Classifier for Epileptic Seizure Detection for Imperfect EEG Data

Algorithm 1

Noise-aware signal combination algorithm.

Preliminaries

 Let be the set of observations

 Let be the set of class labels

 Let be the set of hypotheses

 Let be the hypothesis of the combined classifier

 Let , , , , be the predicted class,

 class confidence, class accuracy, class recall,

 and accuracy of

PROCESS

 if        on receiving a periodical batch

 of observations  

     +=

    Record prediction

 Calculate Performance measurements of interest