topic Re: Hierarchical Bayes Model in SAS? in Statistical Procedures

Hierarchical Bayes Model in SAS?

nicogla — Wed, 31 Oct 2012 09:48:04 GMT

I want to implement a Hierarchical Bayes Model in SAS.

My model is a Hierarchical Bayes version of a Vector Auto-regressive Model with Covariates (VARX) where individual level covariates effects are drawn from a "segment/product-level" distribution, which is in turn drawn from a "population-level" distribution.

This is a quite complex model but I'd like to start with something simple like:

- Y_ijt=alpha_ij*X_ijt+eps_ijt (customer level equation: where i is the customer index, j is the segment/product index and t is the time.), where

- alpha_ij ~ N(alpha_j,sigma_j) (segment/product level equation) and

- alpha_j ~ N(alpha_0,sigma_0) (population level equation).

I know this model is not a VARX model but if I could start with a simple example that would help me to implement the complete estimator.

Does anyone have any experience with the estimation of such models in SAS?

Thanks in advance,

Nicolas

Re: Hierarchical Bayes Model in SAS?

SteveDenham — Wed, 31 Oct 2012 12:10:07 GMT

I've used PROC MCMC for some hierarchical models, but not for anything like this, so I don't have the experience needed to help much, other than to point you at the documentation and examples therein.

Steve Denham

Re: Hierarchical Bayes Model in SAS?

bert_db — Wed, 23 Jul 2014 11:21:19 GMT

Dear,

Is this question not anwered somewhere else, because I have a similar problem? I work under SAS 9.3 and want to fit a hierarchical random effects model with 3 levels (e.g. school, class, student data with school and class random effects). All the examples I find only treat the 2 level case.

Thanks in advance,

Bert

Re: Hierarchical Bayes Model in SAS?

SteveDenham — Wed, 23 Jul 2014 12:53:39 GMT

I don't see anything that would work to do this in SAS. You may need to look at the R package, which I think is called MCMCglmm.

Steve Denham

Re: Hierarchical Bayes Model in SAS?

lvm — Thu, 24 Jul 2014 15:48:50 GMT

Check the latest documentation for PROC MCMC. I am pretty sure there is something on multiple levels. You would typically use so-called hierarchical centering.

Re: Hierarchical Bayes Model in SAS?

SteveDenham — Thu, 24 Jul 2014 18:17:06 GMT

On an interesting tangent, the PRIOR statement in MIXED looks like it might be applicable, as most hierarchical models are variance component models (the first restriction I ran into).

Back to MCMC--Example 59.8 in the SAS/STAT13.1 documentation has a multilevel example, which looks like it would be easy enough to generalize to this situation.

Steve Denham

Re: Hierarchical Bayes Model in SAS?

bert_db — Mon, 25 Aug 2014 13:49:00 GMT

Thanks a lot for your help both, it was very helpful! My program works right now..

Bert