[R-sig-ME] No residual variance using MCMCglmm
Jarrod Hadfield
j.hadfield at ed.ac.uk
Mon Jun 23 21:22:13 CEST 2014
Hi Céline,
Zero residual variance with (truncated) Poisson response would imply
that the data are under-dispersed with respect to the (truncated)
Poisson model. You could check this by comparing the variance of the
data with the expected variance given the intercept.
Cheers,
Jarrod
Quoting Céline Teplitsky <teplitsky at mnhn.fr> on Fri, 20 Jun 2014
14:39:33 +0200:
> Dear all,
>
> I have recently bumped twice in the same issue running glmm in
> MCMCglmm: the posterior distribution of residual collapses on 0.
> While I have often seen it for other effects (e.g ID) and
> interpreted it as evidence of non existence / non significance of
> these effects, I can not get why residual variance would not be well
> defined.
>
> More specifically, with priors V=1, nu=0.02, I was trying to
> estimate additive genetic variance in age at first breeding. I first
> tried a Poisson distribution and the posterior distribution of the
> residual looked more or less ok, although not perfectly bell shaped.
> Then I thought as age at first breeding could not be zero, that a
> zero truncated Poisson might be better but then the posterior
> distribution of residual variance totally collapses on zero. As I
> thought it could be due to over parametrisation, I rerun the model
> with only intercept but results were the same.
>
> Is it a problem with the variables distributions not really fitting
> the distribution I'm specifying? Any help would be greatly
> appreciated!
>
> Many thanks in advance
>
> Celine
>
> --
>
> Celine Teplitsky
> UMR 7204 - CESCO
> Département Ecologie et Gestion de la Biodiversité
> CP 51
> 55 rue Buffon 75005 Paris
>
> Webpage : http://www2.mnhn.fr/cersp/spip.php?rubrique96
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>
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>
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