Outlier-robust estimation of a sparse linear model using ${\ell }_1$-penalized Huber's $M$-estimator

Arnak S. Dalalyan, Philip Thompson

We study the problem of estimating a $p$-dimensional $s$-sparse vector in a linear model with Gaussian design and additive noise. In the case where the labels are contaminated by a…