Actigraphy-based sleep detection: validation with polysomnography and comparison of performance for nighttime and daytime sleep during simulated shift work

C Gao, P Li, CJ Morris, X Zheng, MC Ulsa… - Nature and science of …, 2022 - Taylor & Francis
Purpose Actigraphy-based sleep detection algorithms were mostly validated using nighttime
sleep, and their performance in detecting daytime sleep is unclear. We evaluated and …

[HTML][HTML] Performance of an open machine learning model to classify sleep/wake from actigraphy across∼ 24-hour intervals without knowledge of rest timing

DM Roberts, MM Schade, L Master, VG Honavar… - Sleep health, 2023 - Elsevier
Goal and aims Commonly used actigraphy algorithms are designed to operate within a
known in-bed interval. However, in free-living scenarios this interval is often unknown. We …

A comparison of automated and manual sleep staging and respiratory event recognition in a portable sleep diagnostic device with in-lab sleep study

Z Zhang, M Sowho, T Otvos, LS Sperandio… - Journal of Clinical …, 2020 - jcsm.aasm.org
Study Objectives: The objectives were to develop and validate an algorithm for editing
WatchPAT scoring and assess the accuracy in an unselected clinical population as well as …

The measurement of sleep by actigraphy: direct comparison of 2 commercially available actigraphs in a nonclinical population

K Benson, L Friedman, A Noda, D Wicks… - Sleep, 2004 - academic.oup.com
Abstract Study Objectives: To compare 2 commercially available actigraphs. Design:
Subjects wore the Actiwatch® L and the Basic Mini-otionlogger® for 2 nights. Setting …

Combining resampling and machine learning to improve sleep-wake detection of Fitbit wristbands

Z Liang, MA Chapa-Martell - 2019 IEEE international …, 2019 - ieeexplore.ieee.org
Consumer sleep tracking wristbands such as Fitbit have been increasingly used in scientific
studies to measure sleep outcomes. Nevertheless, many validation studies indicate that …

Defining the rest interval associated with the main sleep period in actigraph scoring

CM Chow, SN Wong, M Shin, RG Maddox… - Nature and science of …, 2016 - Taylor & Francis
Actigraphy is increasingly used for sleep monitoring. However, there is a lack of
standardized methodology for data processing and analysis, which often makes between …

Enabling the ActiGraph GT9X Link's idle sleep mode and inertial measurement unit settings directly impacts data acquisition

HJ Coyle-Asbil, J Habegger, M Oliver, LA Vallis - Sensors, 2023 - mdpi.com
The ActiGraph GT9X has been implemented in clinical trials to track physical activity and
sleep. Given recent incidental findings from our laboratory, the overall aim of this study was …

Comparisons of portable sleep monitors of different modalities: potential as naturalistic sleep recorders

M Matsuo, F Masuda, Y Sumi, M Takahashi… - Frontiers in …, 2016 - frontiersin.org
Background Humans spend more than one-fourth of their life sleeping, and sleep quality has
been significantly linked to health. However, the objective examination of ambulatory sleep …

Sleep estimates using microelectromechanical systems (MEMS)

BHW Te Lindert, EJW Van Someren - Sleep, 2013 - academic.oup.com
Abstract Study Objectives: Although currently more affordable than polysomnography,
actigraphic sleep estimates have disadvantages. Brand-specific differences in data …

How does Fitbit measure brainwaves: a qualitative study into the credibility of sleep-tracking technologies

Z Liang, B Ploderer - Proceedings of the ACM on Interactive, Mobile …, 2020 - dl.acm.org
Consumer sleep-tracking devices provide an unobtrusive and affordable way to learn about
personal sleep habits. Recent research focused primarily on the information provided by …