期刊全称 | Bootstrap Methods | 期刊简称 | With Applications in | 影响因子2023 | Gerhard Dikta,Marsel Scheer | 视频video | | 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 |  | 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.. | Pindex | Textbook 2021 |
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