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The Resource Introduction to nonparametric estimation, by Alexandre B. Tsybakov, (electronic book)

Introduction to nonparametric estimation, by Alexandre B. Tsybakov, (electronic book)

Label
Introduction to nonparametric estimation
Title
Introduction to nonparametric estimation
Statement of responsibility
by Alexandre B. Tsybakov
Creator
Subject
Language
  • eng
  • fre
  • eng
Summary
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
Member of
Cataloging source
GW5XE
http://library.link/vocab/creatorName
Tsybakov, Alexandre B
Dewey number
519.5
Illustrations
illustrations
Index
index present
LC call number
QA278.8
LC item number
.T79 2008eb
Literary form
non fiction
Nature of contents
  • dictionaries
  • bibliography
Series statement
Springer series in statistics
http://library.link/vocab/subjectName
  • Nonparametric statistics
  • Estimation theory
  • Statistics, Nonparametric
  • Statistics
Label
Introduction to nonparametric estimation, by Alexandre B. Tsybakov, (electronic book)
Instantiates
Publication
Note
"The French edition of this work that is the basis of this work that is the basis of this expanded edition was translated by Vladimir Zaiats."--P. [i]
Bibliography note
Includes bibliographical references (p. [203]-209) and index
Color
multicolored
Contents
Preface to the English Edition; Preface to the French Edition; Notation; Contents; Nonparametric estimators; Examples of nonparametric models and problems; Kernel density estimators; Fourier analysis of kernel density estimators; Unbiased risk estimation. Cross-validation density estimators; Nonparametric regression. The Nadaraya -- Watson estimator; Local polynomial estimators; Projection estimators; Oracles; Unbiased risk estimation for regression; Three Gaussian models; Notes; Exercises; Lower bounds on the minimax risk; Introduction; A general reduction scheme
Control code
SPR310335624
Dimensions
unknown
Edition
English ed.
Extent
1 online resource (xii, 214 p.)
Form of item
online
Isbn
9780387790510
Other physical details
ill.
Specific material designation
remote
Label
Introduction to nonparametric estimation, by Alexandre B. Tsybakov, (electronic book)
Publication
Note
"The French edition of this work that is the basis of this work that is the basis of this expanded edition was translated by Vladimir Zaiats."--P. [i]
Bibliography note
Includes bibliographical references (p. [203]-209) and index
Color
multicolored
Contents
Preface to the English Edition; Preface to the French Edition; Notation; Contents; Nonparametric estimators; Examples of nonparametric models and problems; Kernel density estimators; Fourier analysis of kernel density estimators; Unbiased risk estimation. Cross-validation density estimators; Nonparametric regression. The Nadaraya -- Watson estimator; Local polynomial estimators; Projection estimators; Oracles; Unbiased risk estimation for regression; Three Gaussian models; Notes; Exercises; Lower bounds on the minimax risk; Introduction; A general reduction scheme
Control code
SPR310335624
Dimensions
unknown
Edition
English ed.
Extent
1 online resource (xii, 214 p.)
Form of item
online
Isbn
9780387790510
Other physical details
ill.
Specific material designation
remote

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