A Few Interactions Improve Distributed Nonparametric Estimation, Optimally

Jingbo Liu

Consider the problem of nonparametric estimation of an unknown $\beta$-Hölder smooth density $p_{XY}$ at a given point, where $X$ and $Y$ are both $d$ dimensional. An infinite sequence…