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Deconvolution Problems in Nonparametric Statistics

Name: Deconvolution Problems in Nonparametric Statistics
Brand: Springer-Verlag Berlin and Heidelberg GmbH & Co. KG
SKU: 01570637
Price: 89.39 EUR
Availability: InStock
Author: Alexander Meister
ISBN: 9783540875567

Alexander Meister

Language

English

Book Paperback

Libristo code: 01570637

Publishers Springer-Verlag Berlin and Heidelberg GmbH & Co. KG, January 2009

This book gives an introduction to deconvolution problems in nonparametric statistics, e.g. density... Full description

Libristo code: 01570637

219 b

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This book gives an introduction to deconvolution problems in nonparametric statistics, e.g. density estimation based on contaminated data, errors-in-variables regression, and image reconstruction. Some real-life applications are discussed while we mainly focus on methodology (description of the estimation procedures) and theory (minimax convergence rates with rigorous proofs and adaptive smoothing parameter selection). In general, we have tried to present the proofs in such manner that only a low level of previous knowledge is needed. An appendix chapter on further results of Fourier analysis is also provided.