Optimal Adaptive Inference in Random Design Binary Regression

Rajarshi Mukherjee, Subhabrata Sen

We construct confidence sets for the regression function in nonparametric binary regression with an unknown design density. These confidence sets are adaptive in $L^2$ loss over a…