[R] R's AIC values differ from published values
Bert Gunter
gunter.berton at gene.com
Mon Feb 13 20:26:44 CET 2012
This is answered in ?AIC. Have you read it?
-- Bert
On Mon, Feb 13, 2012 at 10:22 AM, david hamer <j.david.hamer at gmail.com> wrote:
> Using the Cement hardening data in Anderson (2008) Model Based Inference in
> the Life Sciences. A Primer on Evidence, and working with the best model
> which is
> lm ( y ~ x1 + x2, data = cement )
> the AIC value from R is
>
> model <- lm ( formula = y ~ x1 + x2 , data =
> cement )
> AIC ( model )
>
> 64.312
>
> which can be converted to AICc by adding the bias correction factor
> 2*K*(K+1)/(n-K-1) to give the AICc value of
> 69.312
> (addition of 5, where n=13 and K=4).
>
> This same value, 69.31, can be obtained using R package
> AICcmodavg
>
> library ( AICcmodavg )
> data (cement)
> cement
> Cand.models <- list( )
> Cand.models[[1]] <- lm ( y ~ x1 + x2, data = cement )
> Cand.models[[2]] <- lm ( y ~ x3 + x4, data = cement )
> Cand.models[[3]] <- lm ( y ~ x1 + x2 + x1 * x2, data =
> cement )
> Cand.models[[4]] <- lm ( y ~ x3 + x4 + x3 * x4, data =
> cement )
> ## vector of model names
> Modnames <- paste("MODEL", 1:4, sep=" ")
> ## AICc
> aictab ( cand.set = Cand.models, modnames = Modnames )
>
> However, the AICc value reported by Anderson (2008) is
> 32.41.
> The AICc value obtained using RSS value (i.e., calculating AICc "manually"
> from the output of linear regression) is
> 32.41.
>
> Thanks for any help.
> David
> New R user, minimal familiarity with statistics.
>
> [[alternative HTML version deleted]]
>
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--
Bert Gunter
Genentech Nonclinical Biostatistics
Internal Contact Info:
Phone: 467-7374
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