Johan A. Elkink

Bayesian Inference: Concept and Practice

European University Institute, Florence, 5 June 2017

Check out the Stan Documentation website, including the full reference manual and installation instructions at RStan Getting Started. R can be downloaded for free here and I would strongly recommend you also install RStudio. A cheat sheet for R is here: short reference card.

Data can be found on the teaching data page, unless otherwise instructed.

1 Introduction and basic probability theory slides
2 Fundamentals of Bayesian inference slides
3 MCMC and Stan slides
4 Exercises and example models slides Stan files