Jie-Yi Yi

Structured Spike-and-Slab Variational Bayes for High-Dimensional Non-Normal Generalized Linear Mixed Models

High-dimensional non-normal longitudinal data are ubiquitous across fields such as genomics, biomedicine, microbiome research, and the social sciences. Such data often combine non-normal responses, within-subject dependence and sparse population effects. We develop a structured variational Bayesian procedure: variation...