Utilizing machine learning techniques for EEG assessment in the diagnosis of epileptic seizures in the brain: A systematic review and meta-analysis.

Journal: Seizure
Published Date:

Abstract

PURPOSE: Advancements in Machine Learning (ML) techniques have revolutionized diagnosing and monitoring epileptic seizures using Electroencephalogram (EEG) signals. This analysis aims to determine the effectiveness of ML techniques in recognizing patterns of epileptic seizures in the brain using EEG signals.

Authors

  • Dikshit Chawla
    Government Medical College Patiala, India.
  • Eshita Sharma
    David Geffen School of Medicine at UCLA, Los Angeles, USA.
  • Numa Rajab
    Sulaiman AlRajhi University, Saudi Arabia.
  • Paweł Łajczak
    Department of Biophysics, Faculty of Medical Sciences in Zabrze, Medical University of Silesia in Katowice, Jordana 18, Mekelweg 5, Zabrze, 40-043,, Poland. pawel.lajczak03@outlook.com.
  • Yasmin P Silva
    Faculty of Medicine, University of Debrecen, Debrecen, Hungary.
  • João Marcelo Baptista
    Department of Medicine, State University of Maringá, Maringá, Paraná, Brazil.
  • Beatriz W Pomianoski
    University Nove de Julho, São Paulo, Brazil.
  • Aisha R Ahmed
    Jinnah Medical and Dental College, Karachi, Pakistan.
  • Mir Wajid Majeed
    Government Medical College Srinagar, India.
  • Yan G de Sousa
    State University of Ceara, Fortaleza, Ceara, Brazil.
  • Manoela L Pinto
    Federal University of Health Sciences of Porto Alegre, Brazil.
  • Oğuz K Sahin
    Acibadem Mehmet Ali Aydinlar University School of Medicine, Istanbul, Turkey.
  • Muhaison H Ibrahim
    University of Wisconsin School of Medicine and Public Health, Madison, WI, USA.
  • Idrys H L Guedes
    Federal University of Campina Grande, Paraíba, Brazil.
  • Anoushka Chatterjee
    Faculty of Medicine, University of Debrecen, Debrecen, Hungary.
  • Ramon Guerra Barbosa
    Department of Neurosurgery, Clinica Medular, Montes Claros, Brazil.
  • Walter Fagundes
    Department of Neurosurgery, Federal University of Espírito Santo, Vitória, Brazil. Electronic address: drwalterfagundes@gmail.com.