Detection of Epileptic Seizure Using Pretrained Deep Convolutional Neural Network and Transfer Learning.

Journal: European neurology
Published Date: Jan 8, 2021

Abstract

INTRODUCTION: The diagnosis of epilepsy takes a certain process, depending entirely on the attending physician. However, the human factor may cause erroneous diagnosis in the analysis of the EEG signal. In the past 2 decades, many advanced signal processing and machine learning methods have been developed for the detection of epileptic seizures. However, many of these methods require large data sets and complex operations.

Authors

  • Hidir Selcuk Nogay
    Department of Electrical and Energy, Kayseri University, Kayseri, Turkey.
  • Hojjat Adeli
    Departments of Biomedical Engineering, Biomedical Informatics, Neurology, Neuroscience, Electrical and Computer Engineering, Civil, Environmental, and Geodetic Engineering, and Biophysics Graduate Program, The Ohio State University, 470 Hitchcock Hall, 2070 Neil Avenue, Columbus, OH, 43210, USA. adeli.1@osu.edu.

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