This folder contains all materials for the workshop. All data files have the extension .rda.
There were three topics covered in the workshop:
-
Part I: Trees and mixed-effects model trees.
-
Part II: Subgroup detection in longitudinal data: Partitioning linear and parametric spline models.
-
Part III: Subgroup detection in smoothing splines: Partitioning semi-parametric spline models.
There are two folders on this repository, containing all relevant files, with self-explanatory names:
-
Presentation slides
-
Code, instructions and data
Before running the R analyses, make sure to update to or install the latest versions of R from https://cran.r-project.org/.
Musical intermezzo: A song I wrote about smoothing splines https://www.youtube.com/watch?v=HPT4OZN_yG4