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Categorical Data Analysis and Multilevel Modeling Using R

by Xing Liu

Student Resources

R Add-on Packages Required
Datasets for Chapter Exercises

R Basics
Review of Basic Statistics
Logistic Regression for Binary Data
Proportional Odds Models for Ordinal Response Variables
Partial Proportional Odds Models and Generalized Ordinal Logistic Regression Models
Other Ordinal Logistic Regression Models
Multinomial Logistic Regression Models
Poisson Regression Models
Negative Binomial Regression Models and Zero-Inflated Models
Multilevel Modeling for Continuous Response Variables
Multilevel Modeling for Binary Response Variables
Multilevel Modeling for Ordinal Response Variables
Multilevel Modeling for Count Response Variables
Multilevel Modeling for Nominal Response Variables
Bayesian Generalized Linear Models
Bayesian Multilevel Modeling of Categorical Response Variables

Student Resources

Welcome to the SAGE companion site for Categorical Data Analysis and Multilevel Modeling Using R, First Edition, by Xing Liu.

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February 2022

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