Author

Elizabeth Juarez-Colunga

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Preprint Aug 2026

Generalized Bayesian Clustering with Regression for Unaligned Longitudinal Binary Data

We propose a generalized Bayesian clustering with regression model for unaligned longitudinal binary outcomes, motivated by seizure diary data from the Human Epilepsy Project. Seizure diaries are sparse, irregularly observed, and vary enormously across patients. A single fully-specified generative model tends to be eit...

K. Nguyen, Elizabeth Juarez-Colunga, Peter Mueller · 0 citations

Jul 2026

Distributional Determinantal Point Process for Repulsive Clustering of Distributions

We introduce the distributional determinantal point process (dDPP) as a novel repulsive point process whose atoms are probability distributions rather than points in a real space. The dDPP is constructed via an L-ensemble with a sliced Wasserstein (SW) kernel between distributions. We show its validity as a well-define...

K. Nguyen, Yang Ni, Elizabeth Juarez-Colunga et al. · arXiv.org · 0 citations