Statistical Analysis with the GLIMMIX Procedure
GLIM : GLIM42
This course focuses on the GLIMMIX procedure, a procedure for fitting generalized linear mixed models.
Learn How To
- analyze binomial data with random effects
- fit a Poisson regression model and a beta regression model with and without random effects
- analyze repeated measures data with discrete outcomes
- perform post-processing analysis
- use the EFFECT statement to define customized model effects
- jointly model multivariate responses with different distributions
- deal with convergence issues.
Who Should Attend
Analysts, statisticians, and researchers
Prerequisites
Before attending this course, you should have taken
- SAS Programming 1: Essentials or have equivalent SAS programming experience
- Mixed Models Analyses Using SAS or have equivalent experience analyzing linear mixed models using the MIXED procedure
- Categorical Data Analysis Using Logistic Regression or have equivalent experience analyzing categorical response data.
SAS Products Covered
SAS/STAT
Course Outline
Introduction to Generalized Linear Mixed Models and the GLIMMIX Procedure
- introduction to generalized linear mixed models
- introduction to the GLIMMIX procedure using logistic regression with random effects
- Poisson regression with random effects
- an example of beta regression
- repeated measures data with discrete response
- introduction to radial smoothing (self-study)
- estimation methods used in PROC GLIMMIX
- processing models by subjects
- the FIRSTORDER adjustment to the KR degrees of freedom estimation method
- covariance matrix diagnostics
- constructed effects using the EFFECT statement
- processing models by subjects
- comparison of the GLIMMIX procedure and the NLMIXED procedure
- comparison of the GLIMMIX procedure and the GENMOD procedure
- modeling multivariate responses
- dealing with convergence problems
Live Class Schedule
Duration: 14 hours
Step into our live classes and experience a dynamic learning environment where you can ask questions, share ideas, and connect with your instructor and classmates. With on-demand lab hours, you can explore the material at your own pace. Our globally acclaimed instructors will motivate you to think bigger, so you can take what you've learned and achieve your biggest goals.
Live Class Schedule
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Private Training
Get training tailored specifically for your team, led by expert SAS instructors. Choose from virtual sessions, or training at your location (or ours). Perfect for teams seeking a customized curriculum and plenty of interaction with a SAS specialist. We'll schedule it at a time that works for you.
Mentoring Services
Take your training to the next level with personalized mentoring. While private training offers structured coursework, mentoring provides hands-on, real-time support from a subject matter expert. As you work with your own data, you'll receive expert guidance to help you uncover insights, unlock the full potential of your data, and make faster progress. Perfect for those looking to apply what they’ve learned and see quicker results.