Adaptive Confidence Sets for Nonparametric Density Estimation under Local Differential Privacy

Aditya Khan, Thibault Randrianarisoa

In nonparametric density estimation without privacy constraints, it is known that a confidence set whose coverage holds uniformly over a `rough' class of regularity $r\ge 0$ can si…