A Free Course Book on Bayesian Inference: [3.] The Rules of Probability

Since 2017, Dora Matzke and I have been teaching the master course “Bayesian Inference for Psychological Science”. Over the years, the syllabus for this course matured into a book (and an accompanying book of answers) titled “Bayesian inference from the ground up: The theory of common sense”. The current plan is to finish the book in the next few months,…

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A Free Course Book on Bayesian Inference: [2.] The Nature of Probability

Since 2017, Dora Matzke and I have been teaching the master course “Bayesian Inference for Psychological Science”. Over the years, the syllabus for this course matured into a book (and an accompanying book of answers) titled “Bayesian inference from the ground up: The theory of common sense”. The current plan is to finish the book in the next few months,…

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A Free Course Book on Bayesian Inference: [1.] Preface, Synopsis, JASP

Since 2017, Dora Matzke and I have been teaching the master course “Bayesian Inference for Psychological Science”. Over the years, the syllabus for this course matured into a book (and an accompanying book of answers) titled “Bayesian inference from the ground up: The theory of common sense”. The current plan is to finish the book in the next few months,…

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The Tomb of Thomas Bayes in 2023

In July this year, my friend and long-term collaborator Michael Lee visited the grave of Thomas Bayes at Bunhill Fields in London. When Michael showed me the photo I was shocked. This is what Bayes’ tomb looks like in 2023: Overgrown with moss and generally in a sorry state, this is hardly a worthy monument to the man who pioneered…

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Coming Up: A Free Course Book on Bayesian Inference

Since 2017, Dora Matzke and I have been teaching the master course “Bayesian Inference for Psychological Science”. Over the years, the syllabus for this course matured into a book (and an accompanying book of answers) titled “Bayesian inference from the ground up: The theory of common sense”. The current plan is to finish the book in the next few months,…

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The Psi of Eros

This is a DeepL-assisted translation of an article for the Dutch magazine Skepter (Wagenmakers, 2023). I am grateful to the editor, Hans van Maanen, for his efforts in rewriting my original draft. The painting is a self-portrait by René Magritte called ‘La Clairvoyance’ (1936 – proposed by van Maanen to accompany the article).  TLDR;  Can psychology students really anticipate the appearance…

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Order-restrictions in JAGS: Five Methods Fail, One Method Succeeds

TL;DR When implementing order-restrictions in JAGS, only the “ones trick” appears to yield the correct result. Consider two unknown chances, $\theta_1$ and $\theta_2$, that are assigned independent beta priors: $\theta_1 \sim \text{beta}(1,1)$ and $\theta_2 \sim \text{beta}(1,1)$. Let’s visualize the joint posterior by executing JAGS code (Plummer, 2003) and plotting the samples that are obtained from the MCMC algorithm. This is…

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What Determines the Price of LEGO Sets? A Bayesian Analysis with Twists and Turns

Recently we completed a multi-year Odyssey in order to obtain Bayes factors for partial correlations. The result is now available as a preprint. Instead of delving into the finer details of Bayes factors and posterior distributions, we will provide a concrete demonstration. Specifically, we will use Bayes factors for partial correlations to address a perennial question that has tormented children…

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