Publications

Journals

Dombowsky, A., Dunson, D. B., Madut, D. B., Rubach, M. P., and Herring, A. H. (2025). Bayesian learning of clinically meaningful sepsis phenotypes in northern Tanzania. The Annals of Applied Statistics. [Publication] [Preprint] [Code].

Dombowsky, A. and Dunson, D. B. (2025) Product centred Dirichlet processes for Bayesian multiview clustering. Journal of the Royal Statistical Society, Series B. [Publication] [Preprint] [Code].

Dombowsky, A. and Dunson, D. B. (2024) Bayesian clustering via fusing of localized densities. Journal of the American Statistical Association: Theory and Methods. [Publication] [Preprint] [Package]

Submitted

Madut, D. B., Dombowsky, A., [& 16 others]. (2025+) Derivation of sepsis subtypes in northern Tanzania using Bayesian probabilistic clustering of clinical data.

Ongoing Work

Dombowsky, A. and Dunson, D. B. (2025+). Hierarchical directed Dirichlet networks for discrete graphical modeling.

Meng, J., Dombowsky, A., and Dunson, D. B. (2025+). Kernel robust Bayesian clustering in high dimensions.