Analysis of Longitudinal Data / Analyse Longitudinaler Daten

Topic / Thema	Slides / Folien	Supplementary material / Zusatzmaterial
1. Introduction	Chapter 1
2. Exploring and displaying longitudinal data	Chapter 2
3. The longitudinal linear mixed model	Chapter 3
4. Estimation in the longitudinal LMM	Chapter 4
5. Inference in the longitudinal LMM	Chapter 5
6. Flexible extensions of the LLMM	Chapter 6
7. Model building and model choice	Chapter 7
8. Non-normal longitudinal data	Chapter 8
9. The generalized linear mixed model	Chapter 9
10. Marginal models for non-normal responses (GEE)	Chapter 10
11. Missing values	Chapter 11
12. Selected topics	Chapter 12

Exercise sheet / Übungsblatt	Solution / Lösung	Data / Daten	Supplementary material / Zusatzmaterial	Code and functions / Code und Funktionen
Sheet 1 Blatt 1		rats, cd4	Description rats, Description cd4	Code to use, Useful functions
Sheet 2 Blatt 2		rats	Description rats, Clark_Linzer_2012, Townsend_et_al_2013	Code to use, Useful functions
Sheet 3 Blatt 3				Useful functions
Sheet 4 Blatt 4		rats, antibiotics		Code to use, Useful functions
Sheet 5 Blatt 5		Description vitamin, vitamin		Useful functions
Sheet 6 Blatt 6			Interpretation binary GLMM / Interpretation binäres GLMM, GLMM versus marginal model / GLMM versus marginales Modell	Useful functions
Sheet 7 Blatt 7		leprosylong		Useful functions

LITERATURE / LITERATUR

Primary literature / Primärliteratur:

• Diggle, Heagerty, Liang, and Zeger (2002). Analysis of longitudinal data. Oxford University Press.
• Fitzmaurice, Laird, Ware (2004). Applied longitudinal analysis. Wiley.
• Molenberghs and Verbeke (2005). Models for Discrete Longitudinal Data. Springer.
• Verbeke and Molenberghs (2000). Linear Mixed Models for Longitudinal Data. Springer.

Secondary literature / Sekundärliteratur:

Further (voluntary) reading
Deutsche Folien vom Vorjahr (nicht inhaltsgleich!)

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