Linear Mixed Models and EEG
I recently gave a workshop @ cuttingGarden / cuttingEEG Frankfurt on Linear Mixed Models and EEG.
You can find all workshop materials here. They are pluto-notebooks for slides and exercise, and a prerendered HTML. A recording is in the works.
Some highlights:
MixedModels.jl is 100x faster than lme4
![](https://benediktehinger.de/blog/science/upload/sites/2/2023/10/grafik.png)
Intuition behind MixedModels / Item Effects
![](https://benediktehinger.de/blog/science/upload/sites/2/2023/10/grafik-1.png)
Mass-univariate random effects over time
![](https://benediktehinger.de/blog/science/upload/sites/2/2023/10/grafik-2.png)
Likelihoodratio-test against time
![](https://benediktehinger.de/blog/science/upload/sites/2/2023/10/grafik-3.png)