Robust Inference for High-Dimensional Linear Models via Residual Randomization

Y. Samuel Wang, Si Kai Lee, Panos Toulis, Mladen Kolar

Abstract: We propose a residual randomization procedure designed for robust inference using Lasso estimates in the high-dimensional setting. Compared to earlier work that focuses on sub-Gaussian errors, the ...