Iteratively Reweighted ${\ell }_1$-Penalized Robust Regression

Xiaoou Pan, Qiang Sun, Wen-Xin Zhou

This paper investigates tradeoffs among optimization errors, statistical rates of convergence and the effect of heavy-tailed errors for high-dimensional robust regression with nonc…