Automatic sleep staging using heart rate variability, body movements, and recurrent neural networks in a sleep disordered population.

Journal: Sleep
Published Date: Sep 14, 2020

Abstract

STUDY OBJECTIVES: To validate a previously developed sleep staging algorithm using heart rate variability (HRV) and body movements in an independent broad cohort of unselected sleep disordered patients.

Authors

  • Pedro Fonseca
    Philips Research, High Tech Campus 34, 5656 AE Eindhoven, The Netherlands. Department of Electrical Engineering, Eindhoven University of Technology, Postbus 513, 5600MB Eindhoven, The Netherlands.
  • Merel M van Gilst
    Department of Electrical Engineering, Eindhoven University of Technology, Eindhoven, The Netherlands.
  • Mustafa Radha
  • Marco Ross
  • Arnaud Moreau
  • Andreas Cerny
    Epatocentro Ticino, Via Soldino 5, CH-6900, Lugano, Switzerland.
  • Peter Anderer
  • Xi Long
    1Department of Electrical EngineeringEindhoven University of Technology5612AZEindhovenThe Netherlands.
  • Johannes P van Dijk
    Department of Electrical Engineering, Eindhoven University of Technology, Eindhoven, The Netherlands.
  • Sebastiaan Overeem
    Sleep Medicine Center Kempenhaeghe, Heeze, The Netherlands.

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