Module 8.1: The multinomial model
Optional:
Bayesian Data Analysis (Third Edition)
by Andrew Gelman, John Carlin, Hal Stern, David Dunson, Aki Vehtari, and Donald Rubin.:
Section 3.6: Multinomial model for categorical data