Flexible distribution-free conditional predictive bands using density estimators

Rafael Izbicki, Gilson T. Shimizu, Rafael Bassi Stern

Abstract: Conformal methods create prediction bands that control average coverage assuming solely i.i.d. data. Besides average coverage, one might also desire to control conditional coverage, that is, covera...