A General Framework for Robust Testing and Confidence Regions in High-Dimensional Quantile Regression

Tianqi Zhao, Mladen Kolar, Han Liu

We propose a robust inferential procedure for assessing uncertainties of parameter estimation in high-dimensional linear models, where the dimension $p$ can grow exponentially fast…