Single-class SVM and directed transfer function approach to the localization of the region containing epileptic focus

The paper presents the study concerning the application of a single-class support vector machine (SVM) and directed transfer function method for the localization of the region of the brain containing the epileptic focus on the basis of EEG registration. The results of the performed numerical experiments for the localization of the seizure focus in the brain will be demonstrated on the examples of EEG for few patients.