BAYESIAN HIERARCHICAL MODELING AND ANALYSIS FOR ACTIGRAPH DATA FROM WEARABLE DEVICES

• Published in: The annals of applied statistics Vol. 17; no. 4; p. 2865
• Main Authors: Di Loro, Pierfrancesco Alaimo, Mingione, Marco, Lipsitt, Jonah, Batteate, Christina M, Jerrett, Michael, Banerjee, Sudipto
• Format: Journal Article
• Language: English
• Published: United States 01.12.2023
• Subjects: Directed acyclic graph; Bayesian hierarchical models; Physical activity; Sparsity; Spatial-temporal statistics; Gaussian processes

The majority of Americans fail to achieve recommended levels of physical activity, which leads to numerous preventable health problems such as diabetes, hypertension, and heart diseases. This has generated substantial interest in monitoring human activity to gear interventions toward environmental f...