Statistics 346

Categorical Data Analysis


Textbook


An Introduction to Categorical Data Analysis, 3e,
by Alan Agresti,
Wiley, 2019
author's web site

Notes

1. Introduction

2. Analyzing Contingency Tables

3. Generalized Linear Models
4. Logistic Regression
5. Building and Applying Logistic Regression Models
6. Multicategory Logit Models
7. Loglinear Models for Contingency Tables and Counts
8. Models for Matched Pairs
9. Marginal Modeling of Correlated, Clustered Responses
10. Random Effects: Generalized Linear Mixed Models
11. Classification and Smoothing
12. A Historical Tour of Categorical Data Analysis