Trends and Challenges in Categorical Data Analysis

Released on by Maria Kateri
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  • Trends and Challenges in Categorical Data Analysis Book Detail

  • Author : Maria Kateri
  • Release Date : 2023-07-08
  • Publisher : Springer Nature
  • Genre : Mathematics
  • Pages : 323
  • ISBN 13 : 3031311868
  • File Size : 53,53 MB
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Trends and Challenges in Categorical Data Analysis by Maria Kateri PDF Summary

Book Description: This book provides a selection of modern and sophisticated methodologies for the analysis of large and complex univariate and multivariate categorical data. It gives an overview of a substantive and broad collection of topics in the analysis of categorical data, including association, marginal and graphical models, time series and fixed effects models, as well as modern methods of estimation such as regularization, Bayesian estimation and bias reduction methods, along with new simple measures for model interpretability. Methodological innovations and developments are illustrated and explained through real-world applications, together with useful R packages, allowing readers to replicate most of the analyses using the provided code. The applications span a variety of disciplines, including education, psychology, health, economics, and social sciences.

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A Course in Categorical Data Analysis

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Categorical data-comprising counts of individuals, objects, or entities in different categories-emerge frequently from many areas of study, including medicine,

Categorical Data Analysis

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Praise for the Second Edition "A must-have book for anyone expecting to do research and/or applications in categorical data analysis." —Statistics in Medicine