Statistical machine learning of sleep and physical activity phenotypes from sensor data in 96,220 UK Biobank participants

UK Biobank: opportunities for cardiovascular research

(2017) Thomas J. Littlejohns et al.   EUROPEAN HEART JOURNAL

Field evaluation of a random forest activity classifier for wrist-worn accelerometer data

(2017) Toby G. Pavey et al.   JOURNAL OF SCIENCE AND MEDICINE IN SPORT

Large-scale physical activity data reveal worldwide activity inequality

(2017) Tim Althoff et al.   NATURE

Comparison of linear and non-linear models for predicting energy expenditure from raw accelerometer data

(2017) Alexander H K Montoye et al.   PHYSIOLOGICAL MEASUREMENT

Large Scale Population Assessment of Physical Activity Using Wrist Worn Accelerometers: The UK Biobank Study

(2017) Aiden Doherty et al.   PLoS One

Association between active commuting and incident cardiovascular disease, cancer, and mortality: prospective cohort study

(2017) Carlos A Celis-Morales et al.   BMJ-British Medical Journal

Association between active commuting and incident cardiovascular disease, cancer, and mortality: prospective cohort study

(2017) Carlos A Celis-Morales et al.   BMJ-British Medical Journal

Accelerometer assessed moderate-to-vigorous physical activity and successful ageing: results from the Whitehall II study

(2017) Mehdi Menai et al.   Scientific Reports

Hip and Wrist Accelerometer Algorithms for Free-Living Behavior Classification

(2016) KATHERINE ELLIS et al.   MEDICINE AND SCIENCE IN SPORTS AND EXERCISE

Performance of Activity Classification Algorithms in Free-Living Older Adults

(2016) JEFFER EIDI SASAKI et al.   MEDICINE AND SCIENCE IN SPORTS AND EXERCISE

Objective Assessment of Physical Activity

(2016) JACQUELINE KERR et al.   MEDICINE AND SCIENCE IN SPORTS AND EXERCISE

Estimation of Physical Activity Energy Expenditure during Free-Living from Wrist Accelerometry in UK Adults

(2016) Tom White et al.   PLoS One

Sleep Duration and Risk of Type 2 Diabetes: A Meta-analysis of Prospective Studies

(2015) Zhilei Shan et al.   DIABETES CARE

UK Biobank: An Open Access Resource for Identifying the Causes of a Wide Range of Complex Diseases of Middle and Old Age

(2015) Cathie Sudlow et al.   PLOS MEDICINE

A Novel, Open Access Method to Assess Sleep Duration Using a Wrist-Worn Accelerometer

(2015) Vincent T. van Hees et al.   PLoS One

Developing a Method to Test the Validity of 24 Hour Time Use Diaries Using Wearable Cameras: A Feasibility Pilot

(2015) Paul Kelly et al.   PLoS One

Association Between Questionnaire- and Accelerometer-Assessed Physical Activity: The Role of Sociodemographic Factors

(2014) S. Sabia et al.   AMERICAN JOURNAL OF EPIDEMIOLOGY

Evolution of accelerometer methods for physical activity research

(2014) Richard P Troiano et al.   BRITISH JOURNAL OF SPORTS MEDICINE

A universal, accurate intensity-based classification of different physical activities using raw data of accelerometer

(2014) Henri Vähä-Ypyä et al.   CLINICAL PHYSIOLOGY AND FUNCTIONAL IMAGING

Systematic review and meta-analysis of reduction in all-cause mortality from walking and cycling and shape of dose response relationship

(2014) Paul Kelly et al.   International Journal of Behavioral Nutrition and Physical Activity

Physical activity levels in three Brazilian birth cohorts as assessed with raw triaxial wrist accelerometry

(2014) Inácio CM da Silva et al.   INTERNATIONAL JOURNAL OF EPIDEMIOLOGY

Autocalibration of accelerometer data for free-living physical activity assessment using local gravity and temperature: an evaluation on four continents

(2014) Vincent T. van Hees et al.   JOURNAL OF APPLIED PHYSIOLOGY

A random forest classifier for the prediction of energy expenditure and type of physical activity from wrist and hip accelerometers

(2014) Katherine Ellis et al.   PHYSIOLOGICAL MEASUREMENT

Wearable Cameras in Health

(2013) Aiden R. Doherty et al.   AMERICAN JOURNAL OF PREVENTIVE MEDICINE

An Ethical Framework for Automated, Wearable Cameras in Health Behavior Research

(2013) Paul Kelly et al.   AMERICAN JOURNAL OF PREVENTIVE MEDICINE

Using the SenseCam to Improve Classifications of Sedentary Behavior in Free-Living Settings

(2013) Jacqueline Kerr et al.   AMERICAN JOURNAL OF PREVENTIVE MEDICINE

Guide to the Assessment of Physical Activity: Clinical and Research Applications

(2013) Scott J. Strath et al.   CIRCULATION

Using wearable cameras to categorise type and context of accelerometer-identified episodes of physical activity

(2013) Aiden R Doherty et al.   International Journal of Behavioral Nutrition and Physical Activity

Impact of study design on development and evaluation of an activity-type classifier

(2013) Vincent T. van Hees et al.   JOURNAL OF APPLIED PHYSIOLOGY

Classification Accuracy of the Wrist-Worn Gravity Estimator of Normal Everyday Activity Accelerometer

(2013) WHITNEY A. WELCH et al.   MEDICINE AND SCIENCE IN SPORTS AND EXERCISE

Activity Recognition Using a Single Accelerometer Placed at the Wrist or Ankle

(2013) ANDREA MANNINI et al.   MEDICINE AND SCIENCE IN SPORTS AND EXERCISE

Sedentary time in adults and the association with diabetes, cardiovascular disease and death: systematic review and meta-analysis

(2012) E. G. Wilmot et al.   DIABETOLOGIA

Effect of physical inactivity on major non-communicable diseases worldwide: an analysis of burden of disease and life expectancy

(2012) I-Min Lee et al.   LANCET

2011 Compendium of Physical Activities

(2011) BARBARA E. AINSWORTH et al.   MEDICINE AND SCIENCE IN SPORTS AND EXERCISE

Comparative Validity of Physical Activity Measures in Older Adults

(2010) LISA H. COLBERT et al.   MEDICINE AND SCIENCE IN SPORTS AND EXERCISE

An artificial neural network to estimate physical activity energy expenditure and identify physical activity type from an accelerometer

(2009) John Staudenmayer et al.   JOURNAL OF APPLIED PHYSIOLOGY

Improving assessment of daily energy expenditure by identifying types of physical activity with a single accelerometer

(2009) A. G. Bonomi et al.   JOURNAL OF APPLIED PHYSIOLOGY