[R] GAMS and Knots
Simon Wood
s.wood at bath.ac.uk
Wed Nov 29 10:16:10 CET 2006
The number of knots is really one of the modelling assumptions. Provided you
don't make it restrictively small then the results should not be very
sensitive to this assumption, since the actual degrees of freedom of each
smooth are determined by how heavily the smooth is penalized, rather than
simply being the number of knots. The degree of penalization is selected
automatically by GCV or AIC/UBRE.
See ?choose.k in the `mgcv' help files for more information on this, as well
as information on checking whether the assumed number of knots was large
enough.
Simon
On Tuesday 28 November 2006 22:40, Kathryn Baldwin wrote:
> Hi
> I was wondering if anyone knew how to work out the number of knots that
> should be applied to each variable when using gams in the mgcv library?
> Any help or references would be much appreciated.
> Thanks
> Kathryn Baldwin
>
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--
> Simon Wood, Mathematical Sciences, University of Bath, Bath, BA2 7AY UK
> +44 1225 386603 www.maths.bath.ac.uk/~sw283
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