Agresti, Alan Categorical data analysis. 3rd ed. (English) Zbl 1281.62022 Wiley Series in Probability and Statistics. Hoboken, NJ: John Wiley & Sons (ISBN 978-0-470-46363-5/hbk). xi, 714 p. (2013). Publisher’s description: The use of statistical methods for analyzing categorical data has increased dramatically, particularly in the biomedical, social sciences, and financial industries. Responding to new developments, this book offers a comprehensive treatment of the most important methods for categorical data analysis.This book summarizes the latest methods for univariate and correlated multivariate categorical responses. Readers will find a unified generalized linear models approach that connects logistic regression and Poisson and negative binomial loglinear models for discrete data with normal regression for continuous data. This edition also features: – An emphasis on logistic and probit regression methods for binary, ordinal, and nominal responses for independent observations and for clustered data with marginal models and random effects models – Two new chapters on alternative methods for binary response data, including smoothing and regularization methods, classification methods such as linear discriminant analysis and classification trees, and cluster analysis– New sections introducing the Bayesian approach for methods in that chapter– more than 100 analyses of data sets and over 600 exercises – notes at the end of each chapter that provide references to recent research and topics not covered in the text, linked to a bibliography of more than 1,200 sources – a supplementary website showing how to use R and SAS; for all examples in the text, with information also about SPSS and Stata and with exercise solutions. See the reviews of the first and second editions in [Zbl 0716.62001; Zbl 1018.62002]. Cited in 2 ReviewsCited in 106 Documents MSC: 62-02 Research exposition (monographs, survey articles) pertaining to statistics 62J12 Generalized linear models (logistic models) 62Pxx Applications of statistics Citations:Zbl 1018.62002; Zbl 0716.62001 Software:SPSS; R; SAS; Stata PDF BibTeX XML Cite \textit{A. Agresti}, Categorical data analysis. 3rd ed. Hoboken, NJ: John Wiley \& Sons (2013; Zbl 1281.62022) OpenURL