Cargando…

Sleep classification from wrist-worn accelerometer data using random forests

Accurate and low-cost sleep measurement tools are needed in both clinical and epidemiological research. To this end, wearable accelerometers are widely used as they are both low in price and provide reasonably accurate estimates of movement. Techniques to classify sleep from the high-resolution acce...

Descripción completa

Detalles Bibliográficos
Autores principales:	Sundararajan, Kalaivani, Georgievska, Sonja, te Lindert, Bart H. W., Gehrman, Philip R., Ramautar, Jennifer, Mazzotti, Diego R., Sabia, Séverine, Weedon, Michael N., van Someren, Eus J. W., Ridder, Lars, Wang, Jian, van Hees, Vincent T.
Formato:	Online Artículo Texto
Lenguaje:	English
Publicado:	Nature Publishing Group UK 2021
Materias:	Article
Acceso en línea:	https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7794504/ https://www.ncbi.nlm.nih.gov/pubmed/33420133 http://dx.doi.org/10.1038/s41598-020-79217-x

Ejemplares similares

A Novel, Open Access Method to Assess Sleep Duration Using a Wrist-Worn Accelerometer
por: van Hees, Vincent T., et al.
Publicado: (2015)

Non-Consent to a Wrist-Worn Accelerometer in Older Adults: The Role of Socio-Demographic, Behavioural and Health Factors
por: Hassani, Maliheh, et al.
Publicado: (2014)

Sleep Measurement Using Wrist-Worn Accelerometer Data Compared with Polysomnography
por: Chase, John D., et al.
Publicado: (2022)

Validation of the Vivago Wrist-Worn accelerometer in the assessment of physical activity
por: Vanhelst, Jérémy, et al.
Publicado: (2012)

Compliance with wrist-worn accelerometers in primiparous early postpartum women
por: Wolpern, Ali E., et al.
Publicado: (2019)

Hip and Wrist-Worn Accelerometer Data Analysis for Toddler Activities
por: Kwon, Soyang, et al.
Publicado: (2019)

Activity Monitoring with a Wrist-Worn, Accelerometer-Based Device
por: Lin, Wen-Yen, et al.
Publicado: (2018)

Objective Measurement of 24-Hour Movement Behaviors in Preschool Children Using Wrist-Worn and Thigh-Worn Accelerometers
por: De Craemer, Marieke, et al.
Publicado: (2021)

Large Scale Population Assessment of Physical Activity Using Wrist Worn Accelerometers: The UK Biobank Study
por: Doherty, Aiden, et al.
Publicado: (2017)

Estimation of Daily Energy Expenditure in Pregnant and Non-Pregnant Women Using a Wrist-Worn Tri-Axial Accelerometer
por: van Hees, Vincent T., et al.
Publicado: (2011)

EEG Microstates Indicate Heightened Somatic Awareness in Insomnia: Toward Objective Assessment of Subjective Mental Content
por: Wei, Yishul, et al.
Publicado: (2018)

COMPARISON OF SLEEP PARAMETERS FROM WRIST-WORN ACCELEROMETERS IN OLDER ADULTS
por: Liu, Fangyu, et al.
Publicado: (2022)

Estimating sleep parameters using an accelerometer without sleep diary
por: van Hees, Vincent Theodoor, et al.
Publicado: (2018)

Can Gait Characteristics Be Represented by Physical Activity Measured with Wrist-Worn Accelerometers?
por: Lin, Wenyi, et al.
Publicado: (2023)

On Placement, Location and Orientation of Wrist-Worn Tri-Axial Accelerometers during Free-Living Measurements
por: Straczkiewicz, Marcin, et al.
Publicado: (2019)

Whole-Body Movements Increase Arm Use Outcomes of Wrist-Worn Accelerometers in Stroke Patients
por: Regterschot, Gerrit Ruben Hendrik, et al.
Publicado: (2021)

Rapid Dynamic Naturalistic Monitoring of Bradykinesia in Parkinson’s Disease Using a Wrist-Worn Accelerometer
por: Habets, Jeroen G. V., et al.
Publicado: (2021)

Separating Bedtime Rest from Activity Using Waist or Wrist-Worn Accelerometers in Youth
por: Tracy, Dustin J., et al.
Publicado: (2014)

Calibrating Wrist-Worn Accelerometers for Physical Activity Assessment in Preschoolers: Machine Learning Approaches
por: Li, Shiyu, et al.
Publicado: (2020)

Analyzing walking speeds with ankle and wrist worn accelerometers in a cohort with myotonic dystrophy
por: Jimenez-Moreno, Aura Cecilia, et al.
Publicado: (2018)

WRIST-WORN TRI-AXIAL ACCELEROMETER VALIDATION IN YOUNG, MIDDLE-AGED, AND OLDER ADULTS
por: Manini, Todd M, et al.
Publicado: (2019)

Reference values for wrist-worn accelerometer physical activity metrics in England children and adolescents
por: Fairclough, Stuart J., et al.
Publicado: (2023)

Comparison of a new wrist-worn accelerometer with a commonly used triaxial accelerometer under free-living conditions
por: Sasaki, Sachiko, et al.
Publicado: (2018)

Calibration and Validation of a Wrist- and Hip-Worn Actigraph Accelerometer in 4-Year-Old Children
por: Johansson, Elin, et al.
Publicado: (2016)

Validation and Comparison of Accelerometers Worn on the Hip, Thigh, and Wrists for Measuring Physical Activity and Sedentary Behavior
por: Montoye, Alexander H.K., et al.
Publicado: (2016)

Raw Acceleration from Wrist- and Hip-Worn Accelerometers Corresponds with Mechanical Loading in Children and Adolescents
por: Brailey, Gemma, et al.
Publicado: (2023)

Segmenting accelerometer data from daily life with unsupervised machine learning
por: van Kuppevelt, Dafne, et al.
Publicado: (2019)

Physical activity and sedentary behavior during pregnancy and postpartum, measured using hip and wrist-worn accelerometers
por: Hesketh, Kathryn R., et al.
Publicado: (2018)

Quantification of Daily-Living Gait Quantity and Quality Using a Wrist-Worn Accelerometer in Huntington's Disease
por: Keren, Karin, et al.
Publicado: (2021)

Accuracy of wrist-worn wearable devices for determining exercise intensity
por: Ho, Wei-Te, et al.
Publicado: (2022)

Actigraphic multi‐night home‐recorded sleep estimates reveal three types of sleep misperception in Insomnia Disorder and good sleepers
por: te Lindert, Bart H. W., et al.
Publicado: (2019)

Accelerometer assessed moderate-to-vigorous physical activity and successful ageing: results from the Whitehall II study
por: Menai, Mehdi, et al.
Publicado: (2017)

Physical Activity and Adiposity Markers at Older Ages: Accelerometer Vs Questionnaire Data
por: Sabia, Séverine, et al.
Publicado: (2015)

Number of Days Required to Estimate Habitual Activity Using Wrist-Worn GENEActiv Accelerometer: A Cross-Sectional Study
por: Dillon, Christina B., et al.
Publicado: (2016)

Gender, age and socioeconomic variation in 24-hour physical activity by wrist-worn accelerometers: the FinHealth 2017 Survey
por: Wennman, Heini, et al.
Publicado: (2019)

Prompting arm activity after stroke: A clinical proof of concept study of wrist-worn accelerometers with a vibrating alert function
por: Da-Silva, Ruth H, et al.
Publicado: (2018)

Thigh-Worn Accelerometer Data in the Maastricht Study
por: Koster, Annemarie
Publicado: (2020)

Validation of the National Health And Nutritional Survey (NHANES) single-item self-reported sleep duration against wrist-worn accelerometer
por: Lee, Paul H.
Publicado: (2021)

Association of physical activity, sedentary behaviour, and daylight exposure with sleep in an ageing population: findings from the Whitehall accelerometer sub-study
por: Le Cornu, Quentin, et al.
Publicado: (2022)

Measures of fragmentation of rest activity patterns: mathematical properties and interpretability based on accelerometer real life data
por: Danilevicz, Ian Meneghel, et al.
Publicado: (2023)

Cannot write session to /tmp/vufind_sessions/sess_jt0ojkk4er8653loklue0gukqj