For high-dimensional hierarchical models, consider exchangeability of effects across covariates instead of across datasets

Brian L. Trippe, Hilary K. Finucane, Tamara Broderick

Hierarchical Bayesian methods enable information sharing across multiple related regression problems. While standard practice is to model regression parameters (effects) as (1) exc…