Classification of Free-Living Body Posture with ECG Patch Accelerometers: Application to the Multicenter AIDS Cohort Study.

Lacey H EtzkornAmir S HeraviNicolas D KnuthKatherine C WuWendy S PostJacek K UrbanekCiprian M Crainiceanu

Published in: Statistics in biosciences (2023)

Posture may be classified in the free-living environment from accelerometers in ECG patches even without measuring a standard upright position. Furthermore, algorithms that fail to account for individuals who rotate and re-attach the accelerometer may fail in the free-living environment.

Keyphrases

machine learning
deep learning
heart rate
heart rate variability
clinical trial
cross sectional