RE: Re: order of covariate inclusion

From: Peter Bonate Date: September 25, 2003 technical Source: cognigencorp.com
From: pbonate@ilexonc.com Subject: RE: [NMusers] Re: order of covariate inclusion Date: 9/25/2003 2:01 PM Leonid, I guess I think of forward stepwise modeling buidling more in terms of how I was taught to do it with linear regression. Like with SAS the most significant covariate (based on an F-test) is entered into the model first. If it is significant (based on SLENTRY) it stays in the model. Then the next most significant covariate is entered into the model. This process continues until all covariates are exhausted. Once a covariate is in the model it stays in the model. Again, I guess it depends on the correlations between covariates for whether something stays or goes into the model. Covariates that are uncorrelated should be unaffected by this method. So going back to your example. Suppose two covariates are highly correlated (age and weight). You test base + age base + weight. Both are significant. Then you test base + age + weight and one or both of them turn up as insignificant. What would you do? Thanks, pete
Sep 25, 2003 Peter Bonate order of covariate inclusion
Sep 25, 2003 Leonid Gibiansky Re: order of covariate inclusion
Sep 25, 2003 Peter Bonate Re: order of covariate inclusion
Sep 25, 2003 Leonid Gibiansky Re: order of covariate inclusion
Sep 25, 2003 Harry Mager Hm Re: order of covariate inclusion
Sep 25, 2003 William Bachman RE: Re: order of covariate inclusion
Sep 25, 2003 Leonid Gibiansky RE: Re: order of covariate inclusion
Sep 25, 2003 Peter Bonate RE: Re: order of covariate inclusion
Sep 25, 2003 Kenneth Kowalski RE: order of covariate inclusion
Sep 25, 2003 Alan Xiao RE: Re: order of covariate inclusion
Sep 25, 2003 Leonid Gibiansky Re: order of covariate inclusion
Sep 25, 2003 Kenneth Kowalski RE: order of covariate inclusion
Sep 25, 2003 Sduffull RE: order of covariate inclusion
Sep 25, 2003 Marc Gastonguay RE: order of covariate inclusion -> avoiding stepwise approaches
Sep 26, 2003 Gary Maier RE: order of covariate inclusion -> avoiding stepwise approaches
Sep 26, 2003 Marc Gastonguay RE: order of covariate inclusion -> avoiding stepwise approaches
Sep 26, 2003 William Bachman RE: order of covariate inclusion -> avoiding stepwise approaches -> abandoning exploratory analysis?
Sep 26, 2003 Jakob Ribbing RE: order of covariate inclusion -> avoiding stepwise approaches
Sep 26, 2003 Mark Sale RE: order of covariate inclusion -> avoiding stepwise approaches
Sep 26, 2003 Chuanpu 2 Hu RE: order of covariate inclusion -> avoiding stepwise a pproaches -> abandoning exploratory analysis?
Sep 26, 2003 Kenneth Kowalski RE: order of covariate inclusion -> avoiding stepwise approaches
Sep 26, 2003 Kenneth Kowalski RE: order of covariate inclusion -> avoiding stepwise approaches -> abandoning exploratory analysis?
Sep 26, 2003 William Bachman RE: order of covariate inclusion -> avoiding stepwise approaches -> abandoning exploratory analysis?
Sep 26, 2003 Marc Gastonguay RE: order of covariate inclusion -> avoiding stepwise approaches -> abandoning exploratory analysis?
Sep 26, 2003 Kenneth Kowalski RE: order of covariate inclusion -> avoiding stepwise approaches -> abandoning exploratory analysis?
Sep 26, 2003 William Bachman RE: order of covariate inclusion -> avoiding stepwise approaches -> abandoning exploratory analysis?
Sep 26, 2003 Mark Sale RE: order of covariate inclusion -> avoiding stepwise approaches -> abandoning exploratory analysis?
Sep 26, 2003 Marc Gastonguay RE: order of covariate inclusion -> avoiding stepwise approaches -> abandoning exploratory analysis?
Sep 26, 2003 David Garbutt RE: order of covariate inclusion -> avoiding stepwise approaches -> abandoning exploratory analysis?
Sep 26, 2003 Leonid Gibiansky RE: order of covariate inclusion -> avoiding stepwise approaches -> abandoning exploratory analysis?
Sep 26, 2003 Mark Sale RE: order of covariate inclusion -> avoiding stepwise approaches -> abandoning exploratory analysis?
Sep 26, 2003 Marc Gastonguay RE: order of covariate inclusion -> avoiding stepwise approaches -> abandoning exploratory analysis?
Sep 26, 2003 Sduffull RE: order of covariate inclusion -> avoiding stepwise a pproaches -> abandoning exploratory analysis?
Sep 27, 2003 Marc Gastonguay RE: order of covariate inclusion -> avoiding stepwise approaches -> abandoning exploratory analysis?
Sep 29, 2003 Mark Sale RE: order of covariate inclusion -> avoiding stepwise approaches -> abandoning exploratory analysis?
Sep 29, 2003 Harry Mager Hm RE: order of covariate inclusion -> avoiding stepwise approaches -> abandoning exploratory analysis?
Sep 29, 2003 Kenneth Kowalski RE: order of covariate inclusion -> avoiding stepwise approaches -> abandoning exploratory analysis?
Sep 29, 2003 Tgordi RE: order of covariate inclusion -> avoiding stepwise approaches -> abandoning exploratory analysis?
Sep 29, 2003 Leonid Gibiansky RE: order of covariate inclusion -> avoiding stepwise a pproaches -> abandoning exploratory analysis?
Sep 29, 2003 Guzy RE: order of covariate inclusion -> avoiding stepwise a pproaches -> abandoning exploratory analysis?
Sep 29, 2003 Mark Sale RE: order of covariate inclusion -> avoiding stepwise a pproaches -> abandoning exploratory analysis?
Sep 29, 2003 Kenneth Kowalski RE: order of covariate inclusion -> avoiding stepwise a pproaches -> abandoning exploratory analysis?