The limit distribution of the maximum probability nearest neighbor ball

László Györfi, Norbert Henze, Harro Walk

Let $X_1,\dots ,X_n$ be independent random points drawn from an absolutely continuous probability measure with density $f$ in ${\mathbb{R}}^d$. Under mild conditions on $f$, we der…