Implementation of Bagged SVM Ensemble Model for Classification of Epileptic States Using EEG.

Journal: Current pharmaceutical biotechnology
Published Date:

Abstract

BACKGROUND: To decipher EEG (Electroencephalography), intending to locate inter-ictal and ictal discharges for supporting the diagnoses of epilepsy and locating the seizure focus, is a critical task. The aim of this work was to find how the ensemble model distinguishes between two different sets of problems which are group 1: inter-ictal and ictal, group 2: controlled and inter-ictal using approximate entropy as a parameter.

Authors

  • Arshpreet Kaur
    National Institute of Technology, New Delhi, India.
  • Karan Verma
    National Institute of Technology, New Delhi, India.
  • Amol P Bhondekar
    CSIR-Central Scientific Instruments Organization, Chandigarh, India; Academy of Scientific and Innovative Research, New Delhi, India. Electronic address: amol.bhondekar@gmail.com.
  • Kumar Shashvat
    National Institute of Technology, New Delhi, India.