Review of neural network applications in sleep research

Journal of Neuroscience Methods
C RobertA Limoge

Abstract

To find a better automated sleep-wake staging system for human analyses of numerous polygraphic records is an interesting challenge in sleep research. Over the last few decades, many automated systems have been developed but none are universally applicable. Improvements in computer technology coupled with artificial neural networks based systems (connectionist models) are responsible for new data processing approaches. Despite extensive use of connectionist models in biological data processing, in the past, the field of sleep research appeared to have neglected this approach. Only a few sleep-wake staging systems based on neural network technology have been developed. This paper reviews the current use of artificial neural networks in sleep research. Following a brief presentation of neural network technology, each of the existing system is described and attention drawn to the heterogeneity of the different processing approaches in sleep research. The high performances observed with systems based on neural networks highlight the need to integrate these tools into the field of sleep research.

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Citations

Aug 13, 2010·Journal of Medical Systems·Luay FraiwanHartmut Dickhaus
Oct 30, 2003·Journal of Neuroscience Methods·David Costa-MiserachsIgnacio Morgado-Bernal
Jul 2, 1999·Journal of Neuroscience Methods·C RobertA Limoge
Apr 27, 2002·Clinical Neurophysiology : Official Journal of the International Federation of Clinical Neurophysiology·Claude RobertAimé Limoge
Jul 21, 2009·Journal of Neuroscience Methods·Brooks A GrossGina R Poe
Jan 18, 2003·Sleep Medicine Reviews·Thomas Penzel, Regina Conradt
Dec 20, 2011·Computer Methods and Programs in Biomedicine·Luay FraiwanHartmut Dickhaus
Aug 26, 2009·Journal of Neuroscience Methods·Richard StephensonJennifer C Kostela
Dec 21, 2007·Journal of Neuroscience Methods·Shelly CrislerDavid W Barnett
Nov 7, 2003·Journal of Medical Engineering & Technology·C J Michel
Sep 11, 2007·Physiological Measurement·Robert G NormanIndu Ayappa
Mar 6, 2015·Annals of Biomedical Engineering·Ramin Soltanzadeh, Zahra Moussavi
Sep 13, 2000·Physiological Measurement·A F TaktakG Meyer
Apr 17, 2021·NPJ Digital Medicine·Mathias PerslevChristian Igel

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