Bootstrap Methods

Name: Bootstrap Methods
Brand: Springer Nature Switzerland AG
SKU: 9783030734794
Price: 2457 CZK
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Autor: Gerhard Dikta

Jazyk:

Vazba: Pevná

Vydavatel: Springer Nature Switzerland AG

Dostupnost: Skladem u dodavatele

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This book provides a compact introduction to the bootstrap method. In addition to classical results...

Informace o knize

Autor

Gerhard Dikta

Jazyk

Angličtina

Vazba

Kniha - Pevná

Vydáno

2021

Stránek

272

EAN

9783030734794

ISBN

303073479X

Enbook ID

36992751

Vydavatel

Springer Nature Switzerland AG

Hmotnost

576

Rozměry

160 x 241 x 20

Kompletní popis

This book provides a compact introduction to the bootstrap method. In addition to classical results on point estimation and test theory, multivariate linear regression models and generalized linear models are covered in detail. Special attention is given to the use of bootstrap procedures to perform goodness-of-fit tests to validate model or distributional assumptions. In some cases, new methods are presented here for the first time.The text is motivated by practical examples and the implementations of the corresponding algorithms are always given directly in R in a comprehensible form. Overall, R is given great importance throughout. Each chapter includes a section of exercises and, for the more mathematically inclined readers, concludes with rigorous proofs. The intended audience is graduate students who already have a prior knowledge of probability theory and mathematical statistics.

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Bootstrap Methods

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