Bootstrap Methods

Name: Bootstrap Methods
Brand: Springer Nature Switzerland AG
SKU: 9783030734824
Price: 82.44 EUR
Availability: InStock

Автор: Gerhard Dikta

Език:

Корици: С меки корици

Издател: Springer Nature Switzerland AG

Наличност: Външен склад

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

Информация за книгата

Автор

Gerhard Dikta

Език

Английски език

Корици

Книга - С меки корици

Издадена

2022

страници

256

EAN

9783030734824

ISBN

303073482X

Enbook ID

41406028

Издател

Springer Nature Switzerland AG

Теглоt

421

Размери

155 x 235 x 15

Пълно описание

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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