Sparse Laplacian Shrinkage with the Graphical Lasso Estimator for Regression Problems

Yuehan Yang, Siwei Xia, Hu Yang

This paper considers a high-dimensional linear regression problem where there are complex correlation structures among predictors. We propose a graph-constrained regularization pro…