Correcting the Coverage Bias of Quantile Regression

Isaac Gibbs, John J. Cherian, Emmanuel J. Candès

We develop a collection of methods for adjusting the predictions of quantile regression to ensure coverage. Our methods are model agnostic and can be used to correct for high-dimen…