Asymptotic Statistical Analysis of Sparse Group LASSO via Approximate Message Passing Algorithm

Kan Chen, Zhiqi Bu, Shiyun Xu

Sparse Group LASSO (SGL) is a regularized model for high-dimensional linear regression problems with grouped covariates. SGL applies $l_1$ and $l_2$ penalties on the individual pre…