LASSO risk and phase transition under dependence

Hanwen Huang

We consider the problem of recovering a $k$-sparse signal ${\mbox{$β$}}_0\in\mathbb{R}^p$ from noisy observations $\bf y={\bf X}\mbox{$β$}_0+{\bf w}\in\mathbb{R}^n$. One of the mos…