Deep Neural Network Sleep Scoring Using Combined Motion and Heart Rate Variability Data.
Haghayegh S, Khoshnevis S, Smolensky MH, Diller KR, Castriotta RJ.
Haghayegh S, et al.
Sensors (Basel). 2020 Dec 23;21(1):25. doi: 10.3390/s21010025.
Sensors (Basel). 2020.
PMID: 33374527
Free PMC article.
Classic deep learning models were applied to: (a) activity count alone (without HRV), (b) activity count + HRV (30-s window), (c) activity count + HRV (3-min window), and (d) activity count + HRV (5-min window) to ascertain the best set of inputs. A novel deep learning mod …
Classic deep learning models were applied to: (a) activity count alone (without HRV), (b) activity count + HRV (30-s window), (c) act …