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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 ButuceaUniversité 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
, over the density
functions that belong to the Sobolev class
. We consider the
adaptive problem setup, where the regularity parameter
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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