Validation of photoplethysmography-based sleep staging compared with polysomnography in healthy middle-aged adults

P Fonseca, T Weysen, MS Goelema, EIS Møst… - Sleep, 2017 - academic.oup.com
Abstract Study Objectives: To compare the accuracy of automatic sleep staging based on
heart rate variability measured from photoplethysmography (PPG) combined with body …

A novel machine learning unsupervised algorithm for sleep/wake identification using actigraphy

X Li, Y Zhang, F Jiang, H Zhao - Chronobiology international, 2020 - Taylor & Francis
Actigraphy is widely used in sleep studies but lacks a universal unsupervised algorithm for
sleep/wake identification. An unsupervised algorithm is useful in large-scale population …

A novel sleep stage scoring system: combining expert-based rules with a decision tree classifier

KM Gunnarsdottir, CE Gamaldo… - 2018 40th annual …, 2018 - ieeexplore.ieee.org
Overnight polysomnography (PSG) is the gold standard tool used to characterize sleep and
for diagnosing sleep disorders. PSG is a non-invasive procedure that collects various …

[PDF][PDF] On the analysis and classification of sleep stages from cardiorespiratory activity

X Long - 2015 - research.tue.nl
Sleep is a state of reversible disconnection from the environment and plays an exceptionally
essential role in maintaining internal homeostasis, memory consolidation, energy …

Coherence between Sleep Detection by Actigraphy and Polysomnography in a Multi‐Center, Inpatient Cohort of Individuals with Traumatic Brain Injury

JM Zeitzer, F Hon, J Whyte, KR Monden, J Bogner… - PM&R, 2020 - Wiley Online Library
Background Sleep is increasingly recognized as a crucial component to rapid and
successful rehabilitation, especially from traumatic brain injuries (TBIs). Assessment of …

Past and future of computer-assisted sleep analysis and drowsiness assessment

J Hasan - Journal of clinical neurophysiology, 1996 - journals.lww.com
The development of computerized sleep analysis has been very much technology-driven by
both mathematical tools and available hardware but, additionally and unfortunately, by the …

A comprehensive evaluation of contemporary methods used for automatic sleep staging

D Sarkar, D Guha, P Tarafdar, S Sarkar… - … Signal Processing and …, 2022 - Elsevier
This paper presents a systematic review of automatic sleep staging studies.
Polysomnographic (PSG) data is used for the study of sleep staging. The benchmark for …

Revisiting the value of polysomnographic data in insomnia: more than meets the eye

T Andrillon, G Solelhac, P Bouchequet, F Romano… - Sleep medicine, 2020 - Elsevier
Background Polysomnography (PSG) is not recommended as a diagnostic tool in insomnia.
However, this consensual approach might be tempered in the light of two ongoing …

Measuring sleep: accuracy, sensitivity, and specificity of wrist actigraphy compared to polysomnography

M Marino, Y Li, MN Rueschman, JW Winkelman… - Sleep, 2013 - academic.oup.com
Objectives: We validated actigraphy for detecting sleep and wakefulness versus
polysomnography (PSG). Design: Actigraphy and polysomnography were simultaneously …

Application of deep learning to improve sleep scoring of wrist actigraphy

S Haghayegh, S Khoshnevis, MH Smolensky, KR Diller - Sleep Medicine, 2020 - Elsevier
Background Estimation of sleep parameters by wrist actigraphy is highly dependent on
performance of the interpretative algorithm (IA) that converts movement data into sleep/wake …