Tractable Bayesian density regression via logit stick-breaking priors

Conditionally Conjugate Mean-Field Variational Bayes for Logistic Models

(2019) Daniele Durante et al.   STATISTICAL SCIENCE

Convex mixture regression for quantitative risk assessment

(2018) Antonio Canale et al.   BIOMETRICS

Variational Inference: A Review for Statisticians

(2017) David M. Blei et al.   JOURNAL OF THE AMERICAN STATISTICAL ASSOCIATION

A Bayesian Nonparametric Regression Model With Normalized Weights: A Study of Hippocampal Atrophy in Alzheimer’s Disease

(2014) Isadora Antoniano-Villalobos et al.   JOURNAL OF THE AMERICAN STATISTICAL ASSOCIATION

The Polya-Gamma Gibbs sampler for Bayesian logistic regression is uniformly ergodic

(2013) Hee Min Choi et al.   Electronic Journal of Statistics

Kernel stick-breaking processes

(2008) D. B. Dunson et al.   BIOMETRIKA