Sparse Quantile Regression

Le-Yu Chen, Sokbae Lee

We consider both ${\ell }_0$-penalized and ${\ell }_0$-constrained quantile regression estimators. For the ${\ell }_0$-penalized estimator, we derive an exponential inequality on t…