An Introduction to
Generalized Linear Mixed Models
Students will be introduced to the analysis and interpretation of generalized linear mixed models. While the students will be introduced to the underlying statistical foundations the focus will be on the analysis and interpretation. Most of the analysis will be done using ASREML. Students in the course should be familiar with linear mixed models.
- Review of Linear Mixed Models
- Introduction to ASREML
- Statistical foundations of Generalized Linear Models
- Analysis of Binary Data
- Logit and Probit Models
- Analysis of Count Data
- Threshold/Linear Models
- Survival Analysis
- MCMC and GLMM: An Introduction
|Office:||354B Hardin Center|
|Course:||Armidale Animal Breeding Summer Course 2007|
|Location:||University of New England, Armidale, NSW Australia|
|Date:||March 6-15, 2007|
|Recommended Texts:||Generalized, Linear, and Mixed Models, McCulloch and Searle|
|An Introduction to Generalized Linear
A nice practical introduction to generalized linear models.
Models, McCullagh and Nelder
Is a classic book which provides some additional depth.
|Other ASReml Resources:|
|Context Text Editor|
|Instructions for setting up Context for ASReml can be found in the Context subdirectory of the ASReml program directory.|