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Introduction to Nonparametric Estimation

Presents basic nonparametric regression and density estimators and analyzes their properties. This book covers minimax lower bounds, and develops advanced topics such as: Pinsker's theorem, oracle inequalities, Stein shrinkage, and sharp minimax adaptivity

Detalles Bibliográficos
Autor principal: Tsybakov, Alexandre B
Lenguaje:eng
Publicado: Springer 2009
Materias:
Acceso en línea:https://dx.doi.org/10.1007/b13794
http://cds.cern.ch/record/1315296
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author Tsybakov, Alexandre B
author_facet Tsybakov, Alexandre B
author_sort Tsybakov, Alexandre B
collection CERN
description Presents basic nonparametric regression and density estimators and analyzes their properties. This book covers minimax lower bounds, and develops advanced topics such as: Pinsker's theorem, oracle inequalities, Stein shrinkage, and sharp minimax adaptivity
id cern-1315296
institution Organización Europea para la Investigación Nuclear
language eng
publishDate 2009
publisher Springer
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spelling cern-13152962021-04-22T01:13:58Zdoi:10.1007/b13794http://cds.cern.ch/record/1315296engTsybakov, Alexandre BIntroduction to Nonparametric EstimationMathematical Physics and MathematicsPresents basic nonparametric regression and density estimators and analyzes their properties. This book covers minimax lower bounds, and develops advanced topics such as: Pinsker's theorem, oracle inequalities, Stein shrinkage, and sharp minimax adaptivitySpringeroai:cds.cern.ch:13152962009
spellingShingle Mathematical Physics and Mathematics
Tsybakov, Alexandre B
Introduction to Nonparametric Estimation
title Introduction to Nonparametric Estimation
title_full Introduction to Nonparametric Estimation
title_fullStr Introduction to Nonparametric Estimation
title_full_unstemmed Introduction to Nonparametric Estimation
title_short Introduction to Nonparametric Estimation
title_sort introduction to nonparametric estimation
topic Mathematical Physics and Mathematics
url https://dx.doi.org/10.1007/b13794
http://cds.cern.ch/record/1315296
work_keys_str_mv AT tsybakovalexandreb introductiontononparametricestimation