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Hi Fellows
I apologise as my question is more of Statistics and less of SPSS. Could you please elaborate best practices in dealing with Multi-Colinearity in multiple linear regression. I usually deal with around 30 explanationary variables including some funny variables. Dummy variables are in form of 1 and 0. -- Sent from Gmail for mobile | mobile.google.com Regards Pushpender Nath ===================== To manage your subscription to SPSSX-L, send a message to [hidden email] (not to SPSSX-L), with no body text except the command. To leave the list, send the command SIGNOFF SPSSX-L For a list of commands to manage subscriptions, send the command INFO REFCARD |
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Examine collinearity diagnostics: see if there are any condition indexes >30. For those that are >30, next examine the associated variance decomposition proportions. See if there are any that are >.50: this will allow you to identify variables that have high levels of collinearity.
This will work for funny variables and non-funny variables---even the tragic ones. Of course, all of this assumes that you have a sufficiently large sample, ie, 10-20 subjects per variable. Scott R Millis, PhD, ABPP (CN,CL,RP), CStat, CSci Professor & Director of Research Dept of Physical Medicine & Rehabilitation Associate - Dept of Emergency Medicine Wayne State University School of Medicine 261 Mack Blvd Detroit, MI 48201 Email: [hidden email] Tel: 313-993-8085 Fax: 313-966-7682 --- On Sun, 3/29/09, Pushpender Nath <[hidden email]> wrote: > From: Pushpender Nath <[hidden email]> > Subject: help in treating multi-colinearity > To: [hidden email] > Date: Sunday, March 29, 2009, 6:56 AM > Hi Fellows > I apologise as my question is more of Statistics and less > of SPSS. > Could you please elaborate best practices in dealing with > Multi-Colinearity in multiple linear regression. I usually > deal with > around 30 explanationary variables including some funny > variables. > Dummy variables are in form of 1 and 0. > > -- > Sent from Gmail for mobile | mobile.google.com > > Regards > > Pushpender Nath > > ===================== > To manage your subscription to SPSSX-L, send a message to > [hidden email] (not to SPSSX-L), with no body > text except the > command. To leave the list, send the command > SIGNOFF SPSSX-L > For a list of commands to manage subscriptions, send the > command > INFO REFCARD ===================== To manage your subscription to SPSSX-L, send a message to [hidden email] (not to SPSSX-L), with no body text except the command. To leave the list, send the command SIGNOFF SPSSX-L For a list of commands to manage subscriptions, send the command INFO REFCARD |
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