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Date:         Thu, 3 May 2007 15:01:03 -0400
Reply-To:     Steve Denham <steven.c.denham@MONSANTO.COM>
Sender:       "SAS(r) Discussion" <SAS-L@LISTSERV.UGA.EDU>
From:         Steve Denham <steven.c.denham@MONSANTO.COM>
Subject:      Re: interpreting PROC GLM output

On Thu, 3 May 2007 09:52:58 -0700, shankar.stat@GMAIL.COM wrote:

>whoa! what I have I got into!!..my simple query about lsmeans >interpretation is about to put my whole modeling activity in >suspicion:-).. > >well Pete, lets start with variable selection..the variables I am >talking about are related to customer, competition, demographic/ >lifestyle, and some other business information, nationwide.. > >an initial analysis with VARCLUS and PRINCOMP gave some insights..and >then I used PROC CORR to test for collinearity and selected about 200 >of thousand variables.. > >and then I have tried PROC GLMSELECT (lasso and lar) in addition to >stepwise selection method (yes, I did try it various SLSTAY and >SLENTRY values with stepwise).. > >I also looked at normal plots for variables and transformed variables >(mostly LOG or SQRT to remove skewness).. >and I dealt with missing values using variety of methods (mean >substitution, regression or spline substitution using PROC MI) > >but honestly, I would say , at the end of all this variable selection >activity--my manager was more helpful in understanding whether a >particular variable really makes sense (he knows the business >well).... > >I look forward to your paper on stepwise..I wonder what you are >recommending instead of stepwise?.. > >thanks; >Shankar; >

Just on a hunch, Shankar, I think Pete will recommend pretty much what you listed there--especially about the part where you listen to the subject matter folks about whether a particular variable really makes sense.

Just no stepwise stuff.

Or all possible subsets.

Steve Denham Mathematical Biologist Monsanto Co.


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