Optimizing detection and deep learning-based classification of pathological high-frequency oscillations in epilepsy.

Journal: Clinical neurophysiology : official journal of the International Federation of Clinical Neurophysiology
PMID:

Abstract

OBJECTIVE: This study aimed to explore sensitive detection methods for pathological high-frequency oscillations (HFOs) to improve seizure outcomes in epilepsy surgery.

Authors

  • Tonmoy Monsoor
    Department of Electrical and Computer Engineering, University of California, Los Angeles, CA, United States of America.
  • Yipeng Zhang
    Department of Electrical and Computer Engineering, University of California, Los Angeles, CA, United States of America.
  • Atsuro Daida
    Division of Pediatric Neurology, Department of Pediatrics, UCLA Mattel Children's Hospital, David Geffen School of Medicine, Los Angeles, CA, USA.
  • Shingo Oana
    Division of Pediatric Neurology, Department of Pediatrics, UCLA Mattel Children's Hospital, David Geffen School of Medicine, Los Angeles, CA, USA.
  • Qiujing Lu
    Department of Electrical and Computer Engineering, University of California Los Angeles, Los Angeles, CA, USA.
  • Shaun A Hussain
    Division of Pediatric Neurology, Department of Pediatrics, UCLA Mattel Children's Hospital, David Geffen School of Medicine, Los Angeles, CA, United States of America.
  • Aria Fallah
    Department of Neurosurgery, UCLA Medical Center, David Geffen School of Medicine, Los Angeles, CA, United States of America.
  • Raman Sankar
    Division of Pediatric Neurology, Department of Pediatrics, UCLA Mattel Children's Hospital, David Geffen School of Medicine, Los Angeles, CA, United States of America.
  • Richard J Staba
    Department of Neurology, David Geffen School of Medicine and at UCLA, Los Angeles, CA 90095, United States.
  • William Speier
    Department of Bioengineering, University of California, Los Angeles, Los Angeles, CA, USA.
  • Vwani Roychowdhury
    Department of Electrical and Computer Engineering, University of California, Los Angeles, CA 90095; kailath@stanford.edu vwani@ucla.edu.
  • Hiroki Nariai
    Division of Pediatric Neurology, Department of Pediatrics, UCLA Mattel Children's Hospital, David Geffen School of Medicine, Los Angeles, CA, United States of America.