Learning

Here you can find further learning materials, with a focus on regression models.

Bürkner, Paul Christian. 2025. The Brms Book: Applied Bayesian Regression Modelling Using r and Stan. https://paulbuerkner.com/software/brms-book/brms-book.pdf.

Bürkner, Paul-Christian. 2018. “Advanced Bayesian Multilevel Modeling with the r Package Brms.” The R Journal 10 (1): 395411. https://doi.org/10.32614/RJ-2018-017.

———. 2021. “Bayesian Item Response Modeling in r with Brms and Stan.” Journal of Statistical Software 100 (5). https://doi.org/10.18637/jss.v100.i05.

Bürkner, Paul-Christian, and Matti Vuorre. 2019. “Ordinal Regression Models in Psychology: A Tutorial.” Advances in Methods and Practices in Psychological Science 2 (1): 77101. https://doi.org/10.1177/2515245918823199.

Coretta, Stefano, and Paul-Christian Bürkner. n.d. “Bayesian Beta Regressions with Brms in r: A Tutorial for Phoneticians.” https://doi.org/10.31219/osf.io/f9rqg_v1.

McElreath, Richard. 2020. Statistical Rethinking: A Bayesian Course with Examples in R and Stan. Second edition. Chapman & Hall/CRC Texts in Statistical Science Series. Boca Raton: CRC Press.

Nicenboim, Bruno, Daniel J. Schad, and Shravan Vasishth. 2025. Introduction to Bayesian Data Analysis for Cognitive Science. https://bruno.nicenboim.me/bayescogsci/.

Verissimo, Joao. 2021. “Analysis of Rating Scales: A Pervasive Problem in Bilingualism Research and a Solution with Bayesian Ordinal Models.” Bilingualism: Language and Cognition 24 (5): 842848. https://doi.org/10.1017/S1366728921000316.

Winter, Bodo, and Paul-Christian Bürkner. 2021. “Poisson Regression for Linguists: A Tutorial Introduction to Modelling Count Data with Brms.” Language and Linguistics Compass 15 (11): e12439. https://doi.org/10.1111/lnc3.12439.