Convolutional Neural Network Classification of Rest EEG Signals among People with Epilepsy, Psychogenic Non Epileptic Seizures and Control Subjects

• Published in: International journal of environmental research and public health Vol. 19; no. 23; p. 15733
• Main Authors: Lo Giudice, Michele, Ferlazzo, Edoardo, Mammone, Nadia, Gasparini, Sara, Cianci, Vittoria, Pascarella, Angelo, Mammì, Anna, Mandic, Danilo, Morabito, Francesco Carlo, Aguglia, Umberto
• Format: Journal Article
• Language: English
• Published: Switzerland MDPI AG 26.11.2022; MDPI
• Subjects: Algorithms; Classification; Convulsions & seizures; Electroencephalography - methods; Epilepsy; Humans; Machine learning; Neural networks; Neural Networks, Computer; Rest; Seizures; epilepsy; deep learning; PNES; empirical mode decomposition; EEG; convolutional neural network

Identifying subjects with epileptic seizures or psychogenic non-epileptic seizures from healthy subjects via interictal EEG analysis can be a very challenging issue. Indeed, at visual inspection, EEG can be normal in both cases. This paper proposes an automatic diagnosis approach based on deep learn...