Maria Kateri

Contingency Table Analysis (eBook, PDF)

Methods and Implementation Using R

• Format: PDF

Produktbeschreibung

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: fundamental 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.

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Produktdetails

• Verlag: Springer-Verlag GmbH
• Seitenzahl: 304
• Erscheinungstermin: 17. Mai 2014
• Englisch
• ISBN-13: 9780817648114
• Artikelnr.: 43789932

Autorenporträt

Contingency tables arise in diverse fields, including life sciences, education, social and political sciences, notably market research and opinion surveys. Their analysis plays an essential role in gaining insight into structures of the quantities under consideration and in supporting decision making. Combining both theory and applications, this book presents models and methods for the analysis of two- and multidimensional-contingency tables.

An excellent reference for advanced undergraduates, graduate students, and practitioners in statistics as well as biosciences, social sciences, education, and economics, the work may also be used as a textbook for a course on categorical data analysis. Prerequisites include basic background on statistical inference and knowledge of statistical software packages.

Inhaltsangabe

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.