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Kniha Trends and Challenges in Categorical Data Analysis Maria Kateri

Trends and Challenges in Categorical Data Analysis

Statistical Modelling and Interpretation

Autor: Maria Kateri, Irini Moustaki
Jazyk: Angličtina
Vazba: Pevná
Vydavatel: Springer, Berlin
Dostupnost: Skladem u dodavatele
Odesíláme za 10-18 dnů
4 712 Kč
This book provides a selection of modern and sophisticated methodologies for the analysis of large a...

Informace o knize

Autor
Maria Kateri, Irini Moustaki
Jazyk
Angličtina
Vazba
Kniha - Pevná
Vydáno
2023
Stránek
317
EAN
9783031311857
Enbook ID
43123785
Vydavatel
Springer, Berlin
Hmotnost
634
Rozměry
155 x 235

Kompletní popis

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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