Four State Sleep Staging From a Multilayered Algorithm Using Electrocardiographic and Actigraphic Data.

Mario GaringoChaim KatzKramay PatelStephan Meyer Zum Alten BorglohParisa SabetianJeffrey DurmerSharon ChiangVikram R RaoJohn M Stern

Published in: Journal of clinical neurophysiology : official publication of the American Electroencephalographic Society (2023)

Our results demonstrate the potential benefit of a multilayered algorithm and achieved higher accuracy and kappa than previously described approaches for staging sleep. The results further the possibility of simple, wearable devices for sleep staging. Code is available at https://github.com/NovelaNeuro/nEureka-SleepStaging.

Keyphrases

lymph node
sleep quality
pet ct
physical activity
machine learning
deep learning
nuclear factor
big data
electronic health record
neural network
blood pressure
atrial fibrillation
mitral valve