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medea
Calcite | Level 5


I would like to do a multilevel regression analysis using a Bayesian approach. Could any body clarify what the difference/pros/cons in using GENMOD or MCMC? Does GLIMMIX have a BAYES option as GENMOD? thank you!

3 REPLIES 3
JasonXin
SAS Employee

Medea,

When you say multilevel, do you mean hierarchically nested data only or you also need to model on longitudinal data?

There is a SAS training course on the subject "Multilevel modeling of hierarchical and longitudinal data using SAS". There should be a more cost-effective web class avaiable.

Jason Xin

medea
Calcite | Level 5


Hello Jason, thank you for your message. I am not interested in longitudinal analysis, at the moment, I simply have 2 levels of nested data (Hospital and patients within). If you have a link for the mentioned web class, I would appreciate it.

Thank you and regards.

SteveDenham
Jade | Level 19

GLIMMIX does not have the same sort of Bayesian analysis as found in GENMOD.  Take a look at Example 55.8 Nonlinear Poisson Regression Multilevel Random-Effects Model in the PROC MCMC documentation.  That should provide an excellent starting point (well, assuming you have a background in MCMC methods).

Steve Denham

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Learn the difference between classical and Bayesian statistical approaches and see a few PROC examples to perform Bayesian analysis in this video.

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