[Rd] gaussian family change suggestion
Simon Wood
sw283 at maths.bath.ac.uk
Tue Apr 11 16:55:17 CEST 2006
> > Currently the `gaussian' family's initialization code signals an error if
> > any response data are zero or negative and a log link is used. Given that
> > zero or negative response data are perfectly legitimate under the GLM
> > fitted using `gaussian("log")', this seems a bit unsatisfactory. Might
> > it be worth changing it?
>
> Well, that's not really true: it says it is unable to find starting
> values, and asks you to provide some. I don't really see why your choices
> are satisfactory: what happens if all the data are negative for example?
- then the suggested code traps it.
>
> We could try even harder, but code that is almost never used tends to get
> broken whilst no one is testing it. So if you want to pursue it I think
> we need a comprehensive test suite.
- well, I guess, but I wouldn't have thought that zeros in data modelled
using `gaussian("log")' is such a rare occurance is it? [Or did you mean
that `gaussian("log")' is almost never used, and should hence be kept
simple].
I suppose there are arguments both ways...
best,
Simon
>
> > The current offending code from `gaussian' is:
> >
> > initialize = expression({
> > n <- rep.int(1, nobs)
> > if (is.null(etastart) && is.null(start) && is.null(mustart) &&
> > ((family$link == "inverse" && any(y == 0)) ||
> > (family$link == "log" && any(y <= 0)))) stop(
> > "cannot find valid starting values: please specify some")
> > mustart <- y
> > })
> >
> > A possible replacement would be ...
> >
> > initialize = expression({
> > n <- rep.int(1, nobs)
> > if (is.null(etastart) && is.null(start) && is.null(mustart) &&
> > ((family$link == "inverse" && all(y == 0)) ||
> > (family$link == "log" && all(y <= 0)))) stop(
> > "cannot find valid starting values: please specify some")
> > mustart <- y
> > if (family$link=="log") {
> > iy <- y<=0
> > if (sum(iy)) mustart[iy] <- min(y[!iy])*.5
> > } else if (family$link=="inverse") {
> > iy <- y==0
> > if (sum(iy)) mustart[iy] <- min(abs(y[!iy]))*.5
> > }
> > })
> >
> > best,
> > Simon
> >
> >
> >> - Simon Wood, Mathematical Sciences, University of Bath, Bath BA2 7AY
> >> - +44 (0)1225 386603 www.maths.bath.ac.uk/~sw283/
> >
> > ______________________________________________
> > R-devel at r-project.org mailing list
> > https://stat.ethz.ch/mailman/listinfo/r-devel
> >
> >
>
> --
> 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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