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Bootstrap Methods

- With Applications in R
Af: Gerhard Dikta, Marsel Scheer Engelsk Paperback

Bootstrap Methods

- With Applications in R
Af: Gerhard Dikta, Marsel Scheer Engelsk Paperback
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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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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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Produktdetaljer
Sprog: Engelsk
Sider: 256
ISBN-13: 9783030734824
Indbinding: Paperback
Udgave:
ISBN-10: 303073482X
Kategori: Epidemiologi og medicinsk statistik
Udg. Dato: 12 aug 2022
Længde: 0mm
Bredde: 155mm
Højde: 235mm
Forlag: Springer Nature Switzerland AG
Oplagsdato: 12 aug 2022
Forfatter(e): Gerhard Dikta, Marsel Scheer
Forfatter(e) Gerhard Dikta, Marsel Scheer

Kategori Epidemiologi og medicinsk statistik

ISBN-13 9783030734824

Sprog Engelsk

Indbinding Paperback

Sider 256

Udgave

Længde 0mm

Bredde 155mm

Højde 235mm

Udg. Dato 12 aug 2022

Oplagsdato 12 aug 2022

Forlag Springer Nature Switzerland AG