Uniform Inference for High-dimensional Quantile Regression: Linear Functionals and Regression Rank Scores

Jelena Bradic, Mladen Kolar

Hypothesis tests in models whose dimension far exceeds the sample size can be formulated much like the classical studentized tests only after the initial bias of estimation is remo…