This site contains supplementary material for a book chapter in a forthcoming book on model-based neuroscience. Due to a last minute change from the publisher the chapter had to be considerably shortened. The pdf of supplementary material contains sections that were removed from the paper that: a) Provide background on how hierarchical Bayesian models work; b) Provide and example application. T...