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Titlebook: Bootstrap Methods; With Applications in Gerhard Dikta,Marsel Scheer Textbook 2021 Springer Nature Switzerland AG 2021 Bootstrap based tests

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发表于 2025-3-21 16:29:46 | 显示全部楼层 |阅读模式
期刊全称Bootstrap Methods
期刊简称With Applications in
影响因子2023Gerhard Dikta,Marsel Scheer
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发行地址Presents a concise introduction to bootstrap methods.Includes implementations of the algorithms in R, focusing on comprehensibility.Emphasizes goodness-of-fit tests.Provides complete proofs for those
图书封面Titlebook: Bootstrap Methods; With Applications in Gerhard Dikta,Marsel Scheer Textbook 2021 Springer Nature Switzerland AG 2021 Bootstrap based tests
影响因子.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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发表于 2025-3-21 20:46:00 | 显示全部楼层
The Classical Bootstrap,f the classical bootstrap approximation as first published simultaneously by Bickel and Freedman (.) and Singh (.). The methods of proof in these two papers are different and we follow mainly the work of Singh (.) here. However, in Sect. ., we will go into more detail about a proof concept applied i
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Regression Analysis, This is the general context of regression analysis. There are different reasons why such a question might be of interest. For instance, a scientist could be interested in understanding the mechanics behind insulin level, i.e., which factor influences the insulin level and how? Other scientists may
发表于 2025-3-22 09:41:34 | 显示全部楼层
Goodness-of-Fit Test for Generalized Linear Models, established a general approach for GOF tests which is based on a marked empirical process (MEP), a standardized cumulative sum process obtained from the observed residuals. Resting upon the asymptotic limiting process of the MEP under the null hypothesis, Kolmogorov-Smirnov or Cramér-von Mises type
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The Single Facility Ordered Median Problemdiscuss some commonly used procedures and their application under R. Since most of the widely used distributions are implemented in R, random variables according to these distributions can easily be generated directly in R through the corresponding built-in R functions. In the first section of this
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https://doi.org/10.1007/3-540-27640-8f the classical bootstrap approximation as first published simultaneously by Bickel and Freedman (.) and Singh (.). The methods of proof in these two papers are different and we follow mainly the work of Singh (.) here. However, in Sect. ., we will go into more detail about a proof concept applied i
发表于 2025-3-23 08:51:54 | 显示全部楼层
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