On universal oracle inequalities related to high-dimensional linear models

Yuri Golubev

This paper deals with recovering an unknown vector $\theta$ from the noisy data $Y=A\theta +\sigma \xi$, where $A$ is a known $(m\times n)$-matrix and $\xi$ is a white Gaussian noise. It is assumed tha…