[R] predict.gl1ce question
Peter Dalgaard
p.dalgaard at biostat.ku.dk
Thu Dec 4 01:29:40 CET 2003
Richard Bonneau <rbonneau at systemsbiology.org> writes:
> Hi,
>
> I'm using gl1ce with family=binomial like so:
> >yy
> succ fail
> [1,] 76 23
> [2,] 32 67
> [3,] 56 43
> ...
> [24,] 81 18
>
> >xx
> c1219 c643
> X1 0.04545455 0.64274145
> X2 0.17723669 0.90392792
> ...
> X24 0.80629054 0.12239320
>
> >test.gl1ce <- gl1ce(yy ~ xx, family = binomial(link=logit), bound =
> 0.5 )
> or
> >omit <- c(2,3)
> >test.gl1ce <- gl1ce(yy[-omit,] ~ xx[-omit,], family =
> binomial(link=logit), bound = 1 )
>
> this seems to work fine and as i change the shrinkage parameter
> everything behaves as expected.
>
> if i try to get the fitted values (y-hat) using predict i have no
> problems:
> > predict.gl1ce(test.gl1ce)
> [1] 0.38129977 0.16513661 0.47666779 0.45348757 0.09916513 0.18167674
> [7] 0.11047684 0.15786664 0.14765670 0.40657031 0.19072570 0.80259477
> [13] 0.36317090 0.35930557 0.23700520 0.17579282 0.18835043 0.52306049
> [19] 0.28388953 0.41262864 0.29933710 0.43556139 0.15276727 0.73017401
>
> ***
> I have problems, however, when i try to use predict.gl1ce() with
> newdata.
>
> so, the following tries all give errors:
> > predict.gl1ce(test.gl1ce, xx, family=binomial(link-logit))
> > predict.gl1ce(test.gl1ce, xx)
> > predict.gl1ce(test.gl1ce, xx[omit,], family=binomial(link-logit))
> Error in predict.l1ce(test.gl1ce, xx, family = binomial(link - logit)) :
> Argument `newdata' is not a data frame, and cannot be coerced
> to an appropriate model matrix
>
> the following weak try also bombs:
> > predict.gl1ce(test.gl1ce, data.frame(xx), family=binomial(link-logit))
> Error in eval(expr, envir, enclos) : attempt to apply non-function
>
>
> I've tried quite a few variations. It seems I'm missing something, but
> if glm or gl1ce take a certain
> data format then the corresponding predict me,thods should (what am i
> missing).
1. try link=logit, as opposed to what you typed
2. xx is probably not a data frame (or yy~xx would unlikely work), so
as.data.frame might do the trick.
3. what is gl1ce? I you're having trouble with an add-on package, you
might have the courtesy to tell us which one. Not everyone uses
lasso2 on a daily basis, you know.
--
O__ ---- Peter Dalgaard Blegdamsvej 3
c/ /'_ --- Dept. of Biostatistics 2200 Cph. N
(*) \(*) -- University of Copenhagen Denmark Ph: (+45) 35327918
~~~~~~~~~~ - (p.dalgaard at biostat.ku.dk) FAX: (+45) 35327907
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