Useful Resources

Authors

Affiliation

Filippo Gambarota

Department of Developmental Psychology and Socialization, University of Padova

Gianmarco Altoè

In this document we collect some useful resources for ordinal regression models.

Books

• Analysis of Ordinal Categorical Data: a very complete book about modeling ordinal data.
• Categorical Data Analysis
• An Introduction to Categorical Data Analysis: Introduction about categorical data in R with some examples with ordinal data (Chapter 6)
• Doing Bayesian Data Analysis: Overview of Bayesian data analysis. Chapter 23 is about ordinal regression models.
• Regression and Other Stories: Chapter 15 contains some examples and parametrizations of ordinal regression models

Posts

• Violation of Proportional Odds is Not Fatal
• Assessing the Proportional Odds Assumption and Its Impact
• Resources for Ordinal Regression Models
• Bayesian Estimation of Signal Detection Models
• Causal inference with ordinal regression

Packages

• ordinal: https://cran.r-project.org/web/packages/ordinal/index.html
• VGAM: https://cran.r-project.org/web/packages/VGAM/index.html
• brms: https://paul-buerkner.github.io/brms/
• MASS::polr(): https://rdrr.io/cran/MASS/man/polr.html
• ordDisp: https://cran.r-project.org/web/packages/ordDisp/index.html