[R-sig-eco] Select distribution and link in GAM

Gavin Simpson gavin.simpson at ucl.ac.uk
Mon Apr 11 18:35:39 CEST 2011


On Mon, 2011-04-11 at 11:18 -0500, ARISTIDES LOPEZ wrote:
> Hello,
> 
> I want make a GAM to describe the factors that influence the length
> distribution of  demersal fishes in the Colombian Caribbean Sea. The model
> is like this:
> gam(length~s(Lat)+s(Long)+s(depth)+s(temperature)+as.factor(rayni
> season)+as.factor(botton),data=B. capriscus). My question is how can select
> the type of distribution and the link of my model?

You *did* read ?gam, yes?

>From there we have:

  family: This is a family object specifying the distribution and link
          to use in fitting etc. See ‘glm’ and ‘family’ for more
          details. A negative binomial family is provided: see
          ‘negbin’.

And that points us to ?glm and ?family, so from ?glm:

  family: a description of the error distribution and link function to
          be used in the model. This can be a character string naming a
          family function, a family function or the result of a call to
          a family function.  (See ‘family’ for details of family
          functions.)

which also tells us to look at ?family for details, so we do, and we
find all the information we need.

Even a look at the examples for gam() in ?gam would have shown you what
was involved.

Or did you mean something else by "select"? In which case, I think you
should think about what form the response takes: it is continuous but
bound above zero as you can't have a zero length fish. In other words
the response is strictly positive and continuous. A Gamma GLM would seem
to be an appropriate starting point in that case.

HTH

G

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