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The adaptive rate of convergence in a problem of pointwise density estimation

✍ Scribed by Cristina Butucea


Publisher
Elsevier Science
Year
2000
Tongue
English
Weight
90 KB
Volume
47
Category
Article
ISSN
0167-7152

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✦ Synopsis


We estimate the common density function of n i.i.d. observations, at a ΓΏxed point, over Sobolev classes of functions having regularity ΓΏ. We prove that the optimal rate of convergence cannot be attained in adaptive estimation, i.e. uniformly over ΓΏ in some interval B n. A slower rate is shown to be adaptive.


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Kernel density estimator in an infinite-
✍ S Dabo-Niang πŸ“‚ Article πŸ“… 2004 πŸ› Elsevier Science 🌐 English βš– 313 KB

We estimate the common probability density function of n i.i.d, observations at a fixed point, valued in an infinite-dimensional Banach space. A kernel estimator is proposed. Convergence in mean square is proved. Application to process of diffusion type is considered. (~) 2004 Elsevier Ltd. All righ