Accelerometry data in health research: challenges and opportunities: review and examples

M Karas, J Bai, M Strączkiewicz, J Harezlak… - Statistics in …, 2019 - Springer
Wearable accelerometers provide detailed, objective, and continuous measurements of
physical activity (PA). Recent advances in technology and the decreasing cost of wearable …

Analysis of hearing loss and physical activity among US adults aged 60-69 years

PL Kuo, J Di, L Ferrucci, FR Lin - JAMA network open, 2021 - jamanetwork.com
Importance Hearing loss may be a modifiable factor associated with decreased physical
activity in older adults. Objective To examine the association of hearing loss with objectively …

Active-to-sedentary behavior transitions, fatigability, and physical functioning in older adults

JA Schrack, PL Kuo, AA Wanigatunga… - The Journals of …, 2019 - academic.oup.com
Background With aging, daily physical activity (PA) becomes less frequent and more
fragmented. Accumulation patterns of daily PA—including transitions from active-to …

Organizing and analyzing the activity data in NHANES

A Leroux, J Di, E Smirnova, EJ Mcguffey, Q Cao… - Statistics in …, 2019 - Springer
The NHANES study contains objectively measured physical activity data collected using hip-
worn accelerometers from multiple cohorts. However, using the accelerometry data has …

Upper limb movements as digital biomarkers in people with ALS

M Straczkiewicz, M Karas, SA Johnson, KM Burke… - …, 2024 - thelancet.com
Background Objective evaluation of people with amyotrophic lateral sclerosis (PALS) in free-
living settings is challenging. The introduction of portable digital devices, such as wearables …

Quantifying the predictive performance of objectively measured physical activity on mortality in the UK Biobank

A Leroux, S Xu, P Kundu, J Muschelli… - The Journals of …, 2021 - academic.oup.com
Background Objective measures of physical activity (PA) derived from wrist-worn
accelerometers are compared with traditional risk factors in terms of mortality prediction …

Fast multilevel functional principal component analysis

E Cui, R Li, CM Crainiceanu, L **ao - Journal of Computational …, 2023 - Taylor & Francis
We introduce fast multilevel functional principal component analysis (fast MFPCA), which
scales up to high dimensional functional data measured at multiple visits. The new approach …

Additive functional Cox model

E Cui, CM Crainiceanu, A Leroux - Journal of Computational and …, 2021 - Taylor & Francis
We propose the additive functional Cox model to flexibly quantify the association between
functional covariates and time to event data. The model extends the linear functional …

Joint and individual representation of domains of physical activity, sleep, and circadian rhythmicity

J Di, A Spira, J Bai, J Urbanek, A Leroux, M Wu… - Statistics in …, 2019 - Springer
Developments in wearable technology have enabled researchers to continuously and
objectively monitor various aspects and physiological domains of real life including levels of …

Actigraphy-estimated physical activity is associated with functional and structural brain connectivity among older adults

A Soldan, A Alfini, C Pettigrew, A Faria, X Hou… - Neurobiology of …, 2022 - Elsevier
Higher physical activity levels are associated with reduced cognitive decline among older
adults; however, current understanding of underlying brain mechanisms is limited. This …