Machine Learning-Based localization of the epileptogenic zone using High-Frequency oscillations from SEEG: A Real-World approach.

Journal: Journal of clinical neuroscience : official journal of the Neurosurgical Society of Australasia
PMID: 40086096

Abstract

INTRODUCTION: Localizing the epileptogenic zone (EZ) using Stereo EEG (SEEG) is often challenging through manual analysis. Even methods based on signal analysis have limitations in identifying the EZ, particularly in patients with neocortical epilepsy.

Authors

  • Aswin Raghu
    Amrita Advanced Centre for Epilepsy (AACE), Amrita Institute of Medical Sciences, Kochi, Kerala, India; Department of Electronics and Communication Engineering, Amrita Vishwa Vidyapeetham, Amritapuri, Kerala, India.
  • C P Nidhin
    Amrita Advanced Centre for Epilepsy (AACE), Amrita Institute of Medical Sciences, Kochi, Kerala, India; Department of Electronics and Communication Engineering, Amrita Vishwa Vidyapeetham, Amritapuri, Kerala, India.
  • V S Sivabharathi
    Department of Electrical and Electronics Engineering, Amrita Vishwa Vidyapeetham, Amritapuri, Kerala, India.
  • Pranav Rakesh Menon
    Department of Electrical and Electronics Engineering, Amrita Vishwa Vidyapeetham, Amritapuri, Kerala, India.
  • Priyalakshmi Sheela
    Amrita Advanced Centre for Epilepsy (AACE), Amrita Institute of Medical Sciences, Kochi, Kerala, India.
  • Remya Ajai
    Department of Electronics and Communication Engineering, Amrita Vishwa Vidyapeetham, Amritapuri, Kerala, India.
  • T R Krishnaprasad
    Department of Computer Science, Amrita Vishwa Vidyapeetham, Amritapuri, Kerala, India.
  • Anand Kumar
    Departments of Laboratory Medicine, Jai Prakash Narayan Apex Trauma Centre, New Delhi, India.
  • Arjun Ramakrishnan
    Department of Biological Sciences and Bioengineering, Indian Institute of Technology, Kanpur, Uttar Pradesh, India.
  • Siby Gopinath
    Amrita Advanced Centre for Epilepsy (AACE), Amrita Institute of Medical Sciences, Kochi, Kerala, India; Department of Neurology, Amrita Institute of Medical Sciences, Kochi, Kerala, India.
  • Harilal Parasuram
    Department of Neurology, Amrita Institute of Medical Sciences, Amrita Vishwa Vidyapeetham, Kochi, Kerala, India.

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