EDP Sciences Journals List
Free access article

Issue ESAIM: PS
Volume 5, 2001
Page(s) 1 - 31
DOI 10.1051/ps:2001100

DOI: 10.1051/ps:2001100


ESAIM: P&S, May 2001, Vol. 5, pp. 1-31

Exact adaptive pointwise estimation on Sobolev classes of densities

Cristina Butucea

Université Paris 10, Modal'X, bâtiment G, 200 avenue de la République, 92001 Nanterre, France; (cbutucea@u-paris10.fr) and Université Paris 6, Laboratoire Probabilités et Modèles Aléatoires, 6 rue Clisson, 75013 Paris, France; (butucea@ccr.jussieu.fr)

(Received November 15, 2000. Revised April 9, 2001.)

Abstract
The subject of this paper is to estimate adaptively the common probability density of n independent, identically distributed random variables. The estimation is done at a fixed point $x_{0}\in \mathbb R$, over the density functions that belong to the Sobolev class $W_n(\beta ,L)$. We consider the adaptive problem setup, where the regularity parameter $\beta $ is unknown and varies in a given set Bn. A sharp adaptive estimator is obtained, and the explicit asymptotical constant, associated to its rate of convergence is found.


AMS Subject: 62N01, 62N02, 62G20.

Key words: Density estimation, exact asymptotics, pointwise risk, sharp adaptive estimator.


© EDP Sciences, SMAI 2001


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