Honest confidence sets for high-dimensional regression by projection and shrinkage

Kun Zhou, Ker-Chau Li, Qing Zhou

The issue of honesty in constructing confidence sets arises in nonparametric regression. While optimal rate in nonparametric estimation can be achieved and utilized to construct sh…