Pediatric Automatic Sleep Staging: A Comparative Study of State-of-the-Art Deep Learning Methods.

Journal: IEEE transactions on bio-medical engineering
Published Date:

Abstract

BACKGROUND: Despite the tremendous prog- ress recently made towards automatic sleep staging in adults, it is currently unknown if the most advanced algorithms generalize to the pediatric population, which displays distinctive characteristics in overnight polysomnography (PSG).

Authors

  • Huy Phan
    The Institute for Signal Processing, University of Lübeck, Lübeck, Germany.
  • Alfred Mertins
  • Mathias Baumert
    School of Electrical and Electronic Engineering, The University of Adelaide, Adelaide, SA, Australia.