Empirical Bayes Estimation for Lasso-Type Regularizers: Analysis of Automatic Relevance Determination

Tsukasa Yoshida, Kazuho Watanabe

This paper focuses on linear regression models with non-conjugate sparsity-inducing regularizers such as lasso and group lasso. Although the empirical Bayes approach enables us to…