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Author

Peter Mueller

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2 papers indexed here

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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

A decision-theoretic approach is developed to report a point estimate of the mixing measure as a Bayes rule under a hierarchical optimal transport utility function, which is a natural choice given that the mixing measure is itself a distribution over distributions.

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

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