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Contingency Table Analysis : Methods and Implementation Using R

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概要 Combining theory and applications, this book presents models and methods for the analysis of two‐ and multi‐dimensional contingency tables. The author uses a threefold approach: fundamen...tal models and related inferences are presented, their interpretational aspects are highlighted, and their practical usefulness is demonstrated. Throughout, practical guidance for using R is provided along with a comprehensive R-functions web-appendix.   Contingency tables arise in diverse fields, including the life, pedagogic, social and political sciences. They also play a prominent role in market research and opinion surveys. The analysis of contingency tables can provide insight into essential structures, relevant quantities and their interactions, and thus leads to improved decision-making.   Special features include:   ¨         A motivating example for each topic ¨         Applications and implementations in R for all models discussed ¨         Emphasis on association and symmetry models ¨         Extensive bibliography ¨         Up-to-date supplementary material available on the author's website   An excellent reference for graduate students, researchers, and practitioners in statistics as well as in the biosciences and social sciences, Contingency Table Analysis may also be used as a supplementary textbook for courses on categorical data analysis with emphasis on special models for ordinal data. Prerequisites include basic background knowledge of statistical inference.続きを見る
目次 Preface
Introduction
Analysis of Two-Way Tables
Analysis of Multi-Way Tables
Log-Linear Models
Generalized Linear Models and Extensions
Association Models
More on Association Models and Related Methods
Response Variable Analysis in Contingency Tables
Analysis of Square Tables
Further Topics.
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本文を見る Full text available from Springer Mathematics and Statistics eBooks 2014 English/International

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登録日 2020.06.27
更新日 2020.06.28