2 papers
stat.AP2025
Bayesian Nonhomogeneous hidden Markov models to leverage routine in physical activity monitoring with informative wear time
Beatrice Cantoni, Savannah V. Rauschendorfer, Michael E. Roth +3
Missing data is among the most prominent challenges in the analysis of physical activity (PA) data collected from wearable devices, with the threat of nonignorabile missingness ari…
stat.ME2025
Borrowing strength between unaligned binary time-series via Bayesian nonparametric rescaling of Unified Skewed Normal priors
Beatrice Cantoni, Giovanni Poli, Elizabeth Juarez-Colunga +1
We define a Bayesian semi-parametric model to effectively conduct inference with unaligned longitudinal binary data. The proposed strategy is motivated by data from the Human Epile…