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.
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},
year = {2001},
publisher = {EDP Sciences},
volume = {5},
mrnumber = {1845320},
zbl = {0990.62032},
language = {en},
url = {https://www.numdam.org/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. https://www.numdam.org/item/PS_2001__5__1_0/
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