Bayesian Masking: Sparse Bayesian Estimation with Weaker Shrinkage Bias

Yohei Kondo, Kohei Hayashi, Shin-ichi Maeda

A common strategy for sparse linear regression is to introduce regularization, which eliminates irrelevant features by letting the corresponding weights be zeros. However, regulari…