Minimax properties of Dirichlet kernel density estimators

12/06/2021
by   Karine Bertin, et al.
0

This paper is concerned with the asymptotic behavior in β-Hölder spaces and under L^p losses of a Dirichlet kernel density estimator introduced by Aitchison Lauder (1985) and studied theoretically by Ouimet Tolosana-Delgado (2021). It is shown that the estimator is minimax when p ∈ [1, 3) and β∈ (0, 2], and that it is never minimax when p ∈ [4, ∞) or β∈ (2, ∞). These results rectify in a minor way and, more importantly, extend to all dimensions those already reported in the univariate case by Bertin Klutchnikoff (2011).

READ FULL TEXT

Please sign up or login with your details

Forgot password? Click here to reset