Course n°04

Multilevel models, cognitive models

Materials for the course:

December 1, 2023

To be done ahead of this course

  • Check previous courses.
  • (optional) Read chapters 13-17 from Statistical Rethinking.

Slides

Slides for this course are available below. You can navigate these sides using the ← and → keys. Pressing m will display all commands you can use (e.g., f to switch to full screen mode). You can also download a PDF version of these slides or the R code associated with these slides by clicking on the buttons below.

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Tip

See all revealjs commands by pressing m then h.

To go further

  • Bürkner, P.-C., & Vuorre, M. (2019). Ordinal Regression Models in Psychology: A Tutorial. Advances in Methods and Practices in Psychological Science, 2(1), 77–101. https://doi.org/10.1177/2515245918823199
  • Nalborczyk, L., Batailler, C., Lœvenbruck, H., Vilain, A., & Bürkner, P.-C. (2019). An introduction to Bayesian multilevel models using brms: A case study of gender effects on vowel variability in standard indonesian. Journal of Speech Language and Hearing Research, 62(5), 1225–1242. https://doi.org/10.1044/2018_JSLHR-S-18-0006. Preprint: https://psyarxiv.com/guhsa/.
  • Winter, B., & Bürkner, P. (2021). Poisson regression for linguists: A tutorial introduction to modelling count data with brms. Language and Linguistics Compass, 15(11). https://doi.org/10.1111/lnc3.12439