[R] GAM model output error(?)
Simon Wood
s.wood at bath.ac.uk
Wed Jul 16 21:44:56 CEST 2014
Trevor,
It looks like you've added a parametric COR.YEARLY.MEAN in addition to
your s(cxe,cyn,by=COR.YEARLY.MEAN) term. Because the latter includes a
linear effect of COR.YEARLY.MEAN, then the parametric COR.YEARLY.MEAN
will not be identifiable, so gam has dropped it.
I guess from the scale parameter your data are, if anything,
under-dispersed relative to Poisson, but perhaps Poisson would have been
ok too.
Could you give a bit more detail on 'NB just wouldn't work' please? What
actually happened? (It's new functionality, so having reports when stuff
goes wrong is useful).
best,
Simon
On 16/07/14 20:25, Trevor Davies wrote:
> I have run a quasipoisson spatial model via GAM (NB just wouldn't work) and
> I am getting the following output of one of my parameters
> (COR.YEARLY.MEAN). Does this suggest an error in the model fit? The model
> seems to have converged. Apologies for the lack of reproducible example
> but it didn't really seem warranted in this case. Thank you for the
> assistance.
> Trevor
>
> Parametric coefficients:
> Estimate Std. Error t value Pr(>|t|)
> (Intercept) -3.7084 0.2185 -16.97 <2e-16 ***
> COR.YEARLY.MEAN 0.0000 0.0000 NA NA
> ---
>
> Approximate significance of smooth terms:
> edf Ref.df F p-value
> s(PRED_cBOTTOM_TEMPERATURE.std) 5.008 6.045 24.871 < 2e-16 ***
> s(cxe,cyn) 28.999 29.000 13.951 < 2e-16 ***
> s(cDMAX.std) 3.830 4.761 243.895 < 2e-16 ***
> s(cxe,cyn):male.allyear.intensity.std 8.053 9.923 4.486 2.8e-06 ***
> s(cxe,cyn):female.allyear.intensity.std 3.733 4.334 5.478 0.000149 ***
> s(cxe,cyn):COR.YEARLY.MEAN 28.979 29.886 28.502 < 2e-16 ***
> s(cxe,cyn):cFISHING_INTENSITY.std 5.592 6.464 24.330 < 2e-16 ***
> -
> Rank: 1/169
> R-sq.(adj) = 0.697 Deviance explained = 64.1%
> GCV = 0.70372 Scale est. = 0.69061 n = 4575
>
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>
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--
Simon Wood, Mathematical Science, University of Bath BA2 7AY UK
+44 (0)1225 386603 http://people.bath.ac.uk/sw283
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