Sparse regression with highly correlated predictors

Behrooz Ghorbani, Ozgur Yilmaz

We consider a linear regression $y=X\beta +u$ where $X\in {\mathbb{R}}^{n\times p}$, $p\gg n,$ and $\beta$ is $s$-sparse. Motivated by examples in financial and economic data, we cons…