Cargando…

Towards a Portable Model to Discriminate Activity Clusters from Accelerometer Data

Few methods for classifying physical activity from accelerometer data have been tested using an independent dataset for cross-validation, and even fewer using multiple independent datasets. The aim of this study was to evaluate whether unsupervised machine learning was a viable approach for the deve...

Descripción completa

Detalles Bibliográficos
Autores principales:	Jones, Petra, Mirkes, Evgeny M., Yates, Tom, Edwardson, Charlotte L., Catt, Mike, Davies, Melanie J., Khunti, Kamlesh, Rowlands, Alex V.
Formato:	Online Artículo Texto
Lenguaje:	English
Publicado:	MDPI 2019
Materias:	Article
Acceso en línea:	https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6832944/ https://www.ncbi.nlm.nih.gov/pubmed/31627310 http://dx.doi.org/10.3390/s19204504

Ejemplares similares

Enhancing the value of accelerometer-assessed physical activity: meaningful visual comparisons of data-driven translational accelerometer metrics
por: Rowlands, Alex V., et al.
Publicado: (2019)

Associations of Physical Behaviours and Behavioural Reallocations with Markers of Metabolic Health: A Compositional Data Analysis
por: Biddle, Gregory J. H., et al.
Publicado: (2018)

Association Between Accelerometer-Assessed Physical Activity and Severity of COVID-19 in UK Biobank
por: Rowlands, Alex V., et al.
Publicado: (2021)

Intensity Thresholds on Raw Acceleration Data: Euclidean Norm Minus One (ENMO) and Mean Amplitude Deviation (MAD) Approaches
por: Bakrania, Kishan, et al.
Publicado: (2016)

Walking away from type 2 diabetes: trial protocol of a cluster randomised controlled trial evaluating a structured education programme in those at high risk of developing type 2 diabetes
por: Yates, Thomas, et al.
Publicado: (2012)

Ethnic differences in the relationship between step cadence and physical function in older adults
por: McBride, Philip, et al.
Publicado: (2022)

Physical Activity Assessed by Wrist and Thigh Worn Accelerometry and Associations with Cardiometabolic Health
por: Maylor, Benjamin D., et al.
Publicado: (2023)

Association between Chronotype and Physical Behaviours in Adolescent Girls
por: Plekhanova, Tatiana, et al.
Publicado: (2023)

Differences in levels of physical activity between White and South Asian populations within a healthcare setting: impact of measurement type in a cross-sectional study
por: Yates, Thomas, et al.
Publicado: (2015)

Modelling the Reallocation of Time Spent Sitting into Physical Activity: Isotemporal Substitution vs. Compositional Isotemporal Substitution
por: Biddle, Gregory J. H., et al.
Publicado: (2021)

Effectiveness of the ‘Girls Active’ school-based physical activity programme: A cluster randomised controlled trial
por: Harrington, Deirdre M., et al.
Publicado: (2018)

Association of Timing and Balance of Physical Activity and Rest/Sleep With Risk of COVID-19: A UK Biobank Study
por: Rowlands, Alex V., et al.
Publicado: (2021)

Accelerometer-Assessed Physical Activity in People with Type 2 Diabetes: Accounting for Sleep when Determining Associations with Markers of Health
por: Rowlands, Alex V., et al.
Publicado: (2023)

Differences in objectively measured physical activity and sedentary behaviour between white Europeans and south Asians recruited from primary care: cross-sectional analysis of the PROPELS trial
por: Biddle, Gregory J. H., et al.
Publicado: (2019)

Associations of reallocating sitting time into standing or stepping with glucose, insulin and insulin sensitivity: a cross-sectional analysis of adults at risk of type 2 diabetes
por: Edwardson, Charlotte L, et al.
Publicado: (2017)

Associations of objectively measured moderate-to-vigorous-intensity physical activity and sedentary time with all-cause mortality in a population of adults at high risk of type 2 diabetes mellitus
por: Bakrania, Kishan, et al.
Publicado: (2017)

Associations between physical activity and trimethylamine N-oxide in those at risk of type 2 diabetes
por: Argyridou, Stavroula, et al.
Publicado: (2020)

Differences in Dietary Intake, Eating Occasion Timings and Eating Windows between Chronotypes in Adults Living with Type 2 Diabetes Mellitus
por: Katsarova, Stanislava S., et al.
Publicado: (2023)

Obesity, walking pace and risk of severe COVID-19 and mortality: analysis of UK Biobank
por: Yates, Thomas, et al.
Publicado: (2021)

Micro-costing and a cost-consequence analysis of the ‘Girls Active’ programme: A cluster randomised controlled trial
por: Charles, Joanna M., et al.
Publicado: (2019)

Rationale and study design for a randomised controlled trial to reduce sedentary time in adults at risk of type 2 diabetes mellitus: project stand (Sedentary Time ANd diabetes)
por: Wilmot, Emma G, et al.
Publicado: (2011)

Rationale and design of a cross-sectional study to investigate and describe the chronotype of patients with type 2 diabetes and the effect on glycaemic control: the CODEC study
por: Brady, Emer M, et al.
Publicado: (2019)

Engagement, Retention, and Progression to Type 2 Diabetes: A Retrospective Analysis of the Cluster-Randomised "Let's Prevent Diabetes" Trial
por: Gray, Laura J., et al.
Publicado: (2016)

A population-based cohort study of obesity, ethnicity and COVID-19 mortality in 12.6 million adults in England
por: Yates, Thomas, et al.
Publicado: (2022)

Stepping towards More Intuitive Physical Activity Metrics with Wrist-Worn Accelerometry: Validity of an Open-Source Step-Count Algorithm
por: Maylor, Benjamin D., et al.
Publicado: (2022)

Association of Sedentary Behaviour with Metabolic Syndrome: A Meta-Analysis
por: Edwardson, Charlotte L., et al.
Publicado: (2012)

Sedentary Time and Markers of Chronic Low-Grade Inflammation in a High Risk Population
por: Henson, Joseph, et al.
Publicado: (2013)

Reducing sedentary time in adults at risk of type 2 diabetes: process evaluation of the STAND (Sedentary Time ANd Diabetes) RCT
por: Biddle, Stuart J. H., et al.
Publicado: (2017)

Calculating the design effect for a cluster stepped-wedge trial with varying cluster size; a case study from a trial in type 2 diabetes
por: Ashra, Nuzhat, et al.
Publicado: (2015)

Diabetes prevention: A call to action
por: Yates, Tom, et al.
Publicado: (2011)

Relative protein intake and associations with markers of physical function in those with type 2 diabetes
por: Henson, Joseph, et al.
Publicado: (2022)

Process evaluation of the school-based Girls Active programme
por: Gorely, Trish, et al.
Publicado: (2019)

Physical activity, multimorbidity, and life expectancy: a UK Biobank longitudinal study
por: Chudasama, Yogini V., et al.
Publicado: (2019)

COVID-19 vaccination uptake amongst ethnic minority communities in England: a linked study exploring the drivers of differential vaccination rates
por: Gaughan, Charlotte Hannah, et al.
Publicado: (2022)

Corrigendum to: COVID-19 vaccination uptake amongst ethnic minority communities in England: a linked study exploring the drivers of differential vaccination rates
por: Gaughan, Charlotte Hannah, et al.
Publicado: (2022)

PRomotion Of Physical activity through structured Education with differing Levels of ongoing Support for people at high risk of type 2 diabetes (PROPELS): study protocol for a randomized controlled trial
por: Yates, Tom, et al.
Publicado: (2015)

Association between household size and COVID-19: A UK Biobank observational study
por: Gillies, Clare L, et al.
Publicado: (2022)

Physical behaviors and chronotype in people with type 2 diabetes
por: Henson, Joseph, et al.
Publicado: (2020)

Ethnic minorities and COVID-19: examining whether excess risk is mediated through deprivation
por: Razieh, Cameron, et al.
Publicado: (2021)

Investigation of a UK biobank cohort reveals causal associations of self-reported walking pace with telomere length
por: Dempsey, Paddy C., et al.
Publicado: (2022)

Cannot write session to /tmp/vufind_sessions/sess_43dn8puj2s14inhek4l0ckejrj