Deep learning for automated sleep staging using instantaneous heart rate

Abstract Clinical sleep evaluations currently require multimodal data collection and manual review by human experts, making them expensive and unsuitable for longer term studies. Sleep staging using cardiac rhythm is an active area of research because it can be measured much more easily using a wide...

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Bibliographic Details
Main Authors: Niranjan Sridhar, Ali Shoeb, Philip Stephens, Alaa Kharbouch, David Ben Shimol, Joshua Burkart, Atiyeh Ghoreyshi, Lance Myers
Format: Article
Language:English
Published: Nature Publishing Group 2020-08-01
Series:npj Digital Medicine
Online Access:https://doi.org/10.1038/s41746-020-0291-x