Exact adaptive pointwise estimation on Sobolev classes of densities
ESAIM: Probability and Statistics, Tome 5 (2001), pp. 1-31
Voir la notice de l'article provenant de la source Numdam
The subject of this paper is to estimate adaptively the common probability density of 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 . A sharp adaptive estimator is obtained, and the explicit asymptotical constant, associated to its rate of convergence is found.
Classification :
62N01, 62N02, 62G20
Keywords: density estimation, exact asymptotics, pointwise risk, sharp adaptive estimator
Keywords: density estimation, exact asymptotics, pointwise risk, sharp adaptive estimator
@article{PS_2001__5__1_0, author = {Butucea, Cristina}, title = {Exact adaptive pointwise estimation on {Sobolev} classes of densities}, journal = {ESAIM: Probability and Statistics}, pages = {1--31}, publisher = {EDP-Sciences}, volume = {5}, year = {2001}, mrnumber = {1845320}, zbl = {0990.62032}, language = {en}, url = {http://geodesic.mathdoc.fr/item/PS_2001__5__1_0/} }
Butucea, Cristina. Exact adaptive pointwise estimation on Sobolev classes of densities. ESAIM: Probability and Statistics, Tome 5 (2001), pp. 1-31. http://geodesic.mathdoc.fr/item/PS_2001__5__1_0/