Variance or Standard Deviation? Shell Geometry and Global-Scale Priors in High-Dimensional Shrinkage

Wayne Yuan Gao, Zhiheng You

We study how the choice of default prior for a common Gaussian scale affects high-dimensional shrinkage risk, highlighting the role played by high-dimensional geometry. Formally, w…