Evaluation of Automated Hypnogram Analysis on Multi-Scored Polysomnographies

A new method for automated sleep stage scoring of polysomnographies is proposed that uses a random forest approach to model feature interactions and temporal effects. The model mostly relies on features based on the rules from the American Academy of Sleep Medicine, which allows medical experts to g...

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Bibliographic Details
Main Authors: Dries Van der Plas, Johan Verbraecken, Marc Willemen, Wannes Meert, Jesse Davis
Format: Article
Language:English
Published: Frontiers Media S.A. 2021-07-01
Series:Frontiers in Digital Health
Subjects:
Online Access:https://www.frontiersin.org/articles/10.3389/fdgth.2021.707589/full