[R] MARS help?
Spencer Graves
spencer.graves at pdf.com
Thu Oct 19 04:14:28 CEST 2006
Hi, Andy:
Thanks very much. The 'strucchange' package (including its
vignette) provide useful food for thought. I haven't yet seen exactly
what I want, but I also haven't explored more than the vignette, and I
see other functions that may do what I want.
Thanks again.
Spencer Graves
Liaw, Andy wrote:
> Spencer,
>
> MARS fits splines, not disconnected lines. Perhaps the strucchange
> package has facility to fit your data better.
>
> Cheers,
> Andy
>
> ------------------------------------------------------------------------
> *From:* r-help-bounces at stat.math.ethz.ch on behalf of Spencer Graves
> *Sent:* Tue 10/17/2006 11:43 PM
> *To:* R-help; Kurt Hornik
> *Subject:* [R] MARS help? [Broadcast]
>
> I'm trying to use mars{mda} to model functions that look fairly
> close to a sequence of straight line segments. Unfortunately, 'mars'
> seems to totally miss the obvious places for the knots in the apparent
> first order spline model, and I wonder if someone can suggest a better
> way to do this. The following example consists of a slight downward
> trend followed by a jump up after t1=4, following by a more marked
> downward trend after t1=5:
>
> Dat0 <- cbind(t1=1:10,
> x=c(1, 0, 0, 90, 99, 95, 90, 87, 80, 77))
> library(mda)
> fit0 <- mars(Dat0[, 1, drop=FALSE], Dat0[, 2],
> penalty=.001)
> plot(Dat0, type="l")
> lines(Dat0[, 1], fit0$fitted.values,
> lty=2, col="red")
>
> Are there 'mars' options I'm missing or other software I should be
> using?
>
> I've got thousands of traces crudely like this of different
> lengths, and I want an automated way of summarizing similar traces in
> terms of a fixed number of knots and associated slopes for each linear
> spline segment max(0, t1-t.knot).
>
> Thanks,
> Spencer Graves
>
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