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Multiple Comparisons Using R

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Frank Bretz 作者
CRC Pr I Llc
譯者
2010-8-2 出版日期
205 頁數
GBP 70.99 價格
Hardcover
叢書系列
9781584885740 圖書編碼

Multiple Comparisons Using R 在線電子書 圖書標籤: R   


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Multiple Comparisons Using R 在線電子書 epub 下載 mobi 下載 pdf 下載 txt 下載 2024

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Multiple Comparisons Using R 在線電子書 pdf 下載 txt下載 epub 下載 mobi 下載 2024



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Multiple Comparisons Using R 在線電子書 著者簡介

Frank Bretz is Global Head of the Statistical Methodology group at Novartis Pharma AG in Basel, Switzerland. He is also an adjunct professor at the Hannover Medical School in Germany.

Torsten Hothorn is a professor of biostatistics in the Faculty of Mathematics, Computer Science and Statistics at Ludwig-Maximilians-Universität München in Germany.

Peter Westfall is James and Marguerite Niver and Paul Whitfield Horn Professor of Statistics and associate director of the Center for Advanced Analytics and Business Intelligence at Texas Tech University in Lubbock, USA.


Multiple Comparisons Using R 在線電子書 著者簡介


Multiple Comparisons Using R 在線電子書 pdf 下載 txt下載 epub 下載 mobi 在線電子書下載

Multiple Comparisons Using R 在線電子書 圖書描述

Adopting a unifying theme based on maximum statistics, Multiple Comparisons Using R describes the common underlying theory of multiple comparison procedures through numerous examples. It also presents a detailed description of available software implementations in R. The R packages and source code for the analyses are available at http://CRAN.R-project.org

After giving examples of multiplicity problems, the book covers general concepts and basic multiple comparisons procedures, including the Bonferroni method and Simes’ test. It then shows how to perform parametric multiple comparisons in standard linear models and general parametric models. It also introduces the multcomp package in R, which offers a convenient interface to perform multiple comparisons in a general context. Following this theoretical framework, the book explores applications involving the Dunnett test, Tukey’s all pairwise comparisons, and general multiple contrast tests for standard regression models, mixed-effects models, and parametric survival models. The last chapter reviews other multiple comparison procedures, such as resampling-based procedures, methods for group sequential or adaptive designs, and the combination of multiple comparison procedures with modeling techniques.

Controlling multiplicity in experiments ensures better decision making and safeguards against false claims. A self-contained introduction to multiple comparison procedures, this book offers strategies for constructing the procedures and illustrates the framework for multiple hypotheses testing in general parametric models. It is suitable for readers with R experience but limited knowledge of multiple comparison procedures and vice versa.

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