[Rd] Inconsistency in AIC values for glm with family poisson (PR#8841)
ripley at stats.ox.ac.uk
ripley at stats.ox.ac.uk
Mon May 8 12:51:20 CEST 2006
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On Mon, 8 May 2006, x.sole at iconcologia.net wrote:
> Full_Name: Xavier Solé
> Version: 2.3.0
> OS: Windows XP SP2
> Submission from: (NULL) (213.151.99.160)
>
>
> #When computing AIC for one of the models shown in ?glm we get an
> inconsistent AIC value. We also get the same wrong value if we use
> "extractAIC" o "AIC" functions.
Inconsistent with what? It seems to me that it consistently gives the
right answer, but you have not used the actual definition of AIC.
> example(glm)
>
> glm.D93
>
> extractAIC(glm.D93)
>
> #AIC of this model should be 15.129 (residual deviance + 2*effective
> degrees of freedom), but the AIC which R returns is 56.76. Function
> extractAIC returns the right number of effective degrees of freedom (5),
> but anyway seems to fail in calculating the correct AIC value.
Where do you get that from (it is not the definition of AIC)?
> AIC(glm.D93)
[1] 56.76132
> extractAIC(glm.D93)
[1] 5.00000 56.76132
> logLik(glm.D93)
'log Lik.' -23.38066 (df=5)
Did you read ?AIC, which gives the actual definition? You may also need
to review the definitions (note, plural) of `deviance'.
Please don't expect us to accept your assertions for definitions
of statistical quantities: you need to supply your credentials and
references. In this case the help page actually points out that the
quantity is not unambiguously defined.
--
Brian D. Ripley, ripley at stats.ox.ac.uk
Professor of Applied Statistics, http://www.stats.ox.ac.uk/~ripley/
University of Oxford, Tel: +44 1865 272861 (self)
1 South Parks Road, +44 1865 272866 (PA)
Oxford OX1 3TG, UK Fax: +44 1865 272595
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