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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
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Lenguaje: | eng |
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Springer
2009
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Acceso en línea: | https://dx.doi.org/10.1007/b13794 http://cds.cern.ch/record/1315296 |
_version_ | 1780921339918417920 |
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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 |
record_format | invenio |
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 |