RE : [R] Dispersion parameter in Neg Bin GLM
Prof Brian Ripley
ripley at stats.ox.ac.uk
Thu Jun 30 10:41:06 CEST 2005
This does not appear to be the same model as STATA.
Your model (as documented) has dispersion (var/mean) of 1 + phi*mu, so you
need to constrain phi = a/mu to get a constant dispersion. The output
shown is not at all consistent with that.
On Thu, 30 Jun 2005, Lesnoff, Matthieu (ILRI) wrote:
> Edward, you also can use the package aod on CRAN, see the help page of
> the function negbin.
>
> Best
>
> Matthieu
>
> An example:
>
>> library(aod)
>> data(dja)
>> negbin(y ~ group + offset(log(trisk)), ~group, dja, fixpar = list(4, 0))
>
> Negative-binomial model
> -----------------------
> negbin(formula = y ~ group + offset(log(trisk)), random = ~group,
> data = dja, fixpar = list(4, 0))
> Convergence was obtained after 113 iterations.
> Fixed-effect coefficients:
> Estimate Std. Error z value Pr(> |z|)
> (Intercept) -0.5526 0.2277 -2.4267 0.0152
> groupTREAT -1.0205 0.2598 -3.9287 < 1e-4
> Overdispersion coefficients:
> Estimate Std. Error z value Pr(> z)
> phi.groupCTRL 0.8287 0.412 2.0117 0.0221
> Overdispersion coefficients set to fixed values:
> Value
> phi.groupTREAT 0
> Log-likelihood = -121.149; nbpar = 3; df.residual = 72; Deviance = 111.826; AIC = 248.297
--
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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