18. August: Introduction to the course
- Ch. 1, 2 and 4 in the book of de Jong and Heller will only briefly be covered here and will not be teached later. The students must read this by themseves.
- Examples of data sets
- Examples of GLM models from Ch. 5, 6 and 7
- Examples of estimating the models by the R package
Slides are available here.
21. August: Exponential family and estimation
- Ch. 3 in the book of de Jong and Heller
Slides are available here.
4. September: Generalized linear models
- Ch. 5.1-5.6 and 5.8 in the book of de Jong and Heller
Slides are available here.
8. September: Ch. 5.7 and 5.9-5.11 in the book of de Jong and Heller
Slides are available here.
An additional introduction to GLM, with slides found here.
15. September: Ch. 6 in the book of de Jong and Heller
Slides are available here.
22. September: Ch. 7.1, 7.2, 7.3, 7.5 and 7.6 in the book of de Jong and Heller
Slides are available here.
Introduction to mixed models. Slides are here.
29. September: No lecture
6. October: Ch. 8.1 and 8.2 in the book of de Jong and Heller (GLM with continuous response). Slides are available here.
Linear mixed models - Ch. 5.1-5.4 in the book of Zuur et al. Slides are here.
13. October: Linear mixed models - Ch. 5.3-5.10 in the book of Zuur et al. Slides are here.
20. October: No lecture
27. October: Linear regression models for time dependent data - Ch. 6.1 in the book of Zuur et al.
Generalized linear mixed models - Ch. 13 in the book of Zuur et al.
Slides are here.
3. November: More on Generalized linear mixed models - Ch. 13 in the book of Zuur et al.
Slides are here.
10. November: A summary of the course.
Slides are here.