Bayesian Cognitive Modeling

Lee, M.D., & Wagenmakers, E.-J. (2013). Bayesian Cognitive Modeling: A Practical Course. Cambridge University Press.

amsterdam course
template for drawing graphical models in latex

first two parts of book
code for book
answers to exercises

book website
amazon US
amazon UK
google books
cambridge university press

Other suggested reading

  • Lee, M.D. (2018). Bayesian methods in cognitive modeling. In J. Wixted & E.-J. Wagenmakers (Eds.) The Stevens’ Handbook of Experimental Psychology and Cognitive Neuroscience, Volume 5: Methodology (Fourth Edition). John Wiley & Sons. [pdf] [osf]
  • Lee, M.D., & Vanpaemel, W. (2018). Determining informative priors for cognitive models. Psychonomic Bulletin & Review, 25, 114-127. [pdf]