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

K Ellis, J Kerr, S Godbole, G Lanckriet… - Physiological …, 2014 - iopscience.iop.org
Wrist accelerometers are being used in population level surveillance of physical activity (PA)
but more research is needed to evaluate their validity for correctly classifying types of PA …

Methods to estimate aspects of physical activity and sedentary behavior from high-frequency wrist accelerometer measurements

J Staudenmayer, S He, A Hickey… - Journal of applied …, 2015 - journals.physiology.org
This investigation developed models to estimate aspects of physical activity and sedentary
behavior from three-axis high-frequency wrist-worn accelerometer data. The models were …

Validity of physical activity intensity predictions by ActiGraph, Actical, and RT3 accelerometers

MP Rothney, EV Schaefer, MM Neumann, L Choi… - …, 2008 - Wiley Online Library
Objective: Accelerometers are promising tools for characterizing physical activity (PA)
patterns in free‐living persons. To date, validation of energy expenditure (EE) predictions …

[HTML][HTML] Hip and wrist accelerometer algorithms for free-living behavior classification

K Ellis, J Kerr, S Godbole, J Staudenmayer… - Medicine and science …, 2016 - ncbi.nlm.nih.gov
Purpose Accelerometers are a valuable tool for objective measurement of physical activity
(PA). Wrist-worn devices may improve compliance over standard hip placement, but more …

[HTML][HTML] Estimating activity and sedentary behavior from an accelerometer on the hip or wrist

ME Rosenberger, WL Haskell, F Albinali… - Medicine and science …, 2013 - ncbi.nlm.nih.gov
Abstract Previously the National Health and Examination Survey measured physical activity
with an accelerometer worn on the hip for seven days, but recently changed the location of …

Energy Expenditure Prediction Using Raw Accelerometer Data in Simulated Free Living.

AH Montoye, LM Mudd, S Biswas… - Medicine and science in …, 2015 - europepmc.org
Purpose The purpose of this study was to develop, validate, and compare energy
expenditure (EE) prediction models for accelerometers placed on the hip, thigh, and wrists …

[HTML][HTML] Comparison of accelerometry methods for estimating physical activity

J Kerr, CR Marinac, K Ellis, S Godbole… - Medicine and science …, 2017 - ncbi.nlm.nih.gov
Purpose To compare physical activity estimates across different accelerometer wear
locations, wear time protocols, and data processing techniques. Methods A convenience …

[HTML][HTML] Validation and comparison of accelerometers worn on the hip, thigh, and wrists for measuring physical activity and sedentary behavior

AHK Montoye, JM Pivarnik, LM Mudd, S Biswas… - AIMS public …, 2016 - ncbi.nlm.nih.gov
Background Recent evidence suggests that physical activity (PA) and sedentary behavior
(SB) exert independent effects on health. Therefore, measurement methods that can …

[HTML][HTML] Estimation of physical activity energy expenditure during free-living from wrist accelerometry in UK adults

T White, K Westgate, NJ Wareham, S Brage - PloS one, 2016 - journals.plos.org
Background Wrist-worn accelerometers are emerging as the most common instrument for
measuring physical activity in large-scale epidemiological studies, though little is known …

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

AG Bonomi, G Plasqui, AHC Goris… - Journal of applied …, 2009 - journals.physiology.org
Accelerometers are often used to quantify the acceleration of the body in arbitrary units
(counts) to measure physical activity (PA) and to estimate energy expenditure. The present …