2022 journal article

Bayesian Regression Using a Prior on the Model Fit: The R2-D2 Shrinkage Prior

JOURNAL OF THE AMERICAN STATISTICAL ASSOCIATION, 117(538), 862–874.

By: Y. Zhang*, B. Naughton n, H. Bondell & B. Reich

author keywords: Beta-prime distribution; Coefficient of determination; Global-local shrinkage; High-dimensional regression
Source: Web Of Science
Added: November 30, 2020

Prior distributions for high-dimensional linear regression require specifying a joint distribution for the unobserved regression coefficients, which is inherently difficult. We instead propose a ne...