[R] still problems with predict!
Uwe Ligges
ligges at statistik.uni-dortmund.de
Fri Jul 16 18:00:13 CEST 2004
Anne wrote:
> Hi all,
>
> I still have problems with the predict function by setting up the values on
> which I want to predict
>
> ie:
> original df: p1 (193 obs) variates y x1 x2
>
> rm(list=ls())
> x1<-rnorm(193)
> x2<-runif(193,-5,5)
> y<-rnorm(193)+x1+x2
> p1<-as.data.frame(cbind(y,x1,x2))
> p1
> y x1 x2
> 1 -0.6056448 -0.1113607 -0.5859728
> 2 -4.2841793 -1.0432688 -3.3116807
> ......
> 192 -1.3228239 1.0263013 -2.7801324
> 193 1.8736683 1.0480632 0.4746959
>
> newdf<-data.frame(x1= seq(min( p1$x1),max( p1$x1),length=10),
> x2=rep(median( p1$x2),10) )
> pr<-predict(g<-lm(p1$y~p1$x1+p1$x2) ,newdf, se.fit = TRUE)
Anne, predict cannot replace the data set properly, because you have
specified fixed values in
g <- lm(p1$y ~ p1$x1 + p1$x2)
Instead, use:
g <- lm(y ~ x1 + x2, data = p1)
and all the stuff will work.
Please insert some blanks in your code to make it readable, and try to
give reproducable examples by, e.g., setting the seed as in:
set.seed(123)
rm(list=ls())
x1 <- rnorm(193)
x2 <- runif(193, -5, 5)
y <- rnorm(193) + x1 + x2
p1 <- data.frame(y = y, x1 = x1, x2 = x2)
newdf <- data.frame(x1 = seq(min(p1$x1), max(p1$x1), length = 10),
x2 = rep(median(p1$x2), 10))
g <- lm(y ~ x1 + x2, data = p1)
pr1 <- predict(g, se.fit = TRUE)
pr2 <- predict(g, newdata = newdf, se.fit = TRUE)
Uwe Ligges
> newdf
> x1 x2
> 1 -2.3844149 -0.2594991
> 2 -1.8388635 -0.2594991
> ...
> 9 1.9799963 -0.2594991
> 10 2.5255477 -0.2594991
>
> pr$fit
> 1 -0.6766906
> 2 -4.4198864
> .....
> 192 -1.6531906
> 193 1.6395442
>
> so apparently the predict() function did not take up the new data.frame
>
>
> I looked up with conflicts() to see if I had masked objects in the search
> path potentially causing this problem
> but found none
>
>
>
> Thanks and a good week end! (I for one need it)
> Anne
> ----------------------------------------------------
> Anne Piotet
> Tel: +41 79 359 83 32 (mobile)
> Email: anne.piotet at m-td.com
> ---------------------------------------------------
> M-TD Modelling and Technology Development
> PSE-C
> CH-1015 Lausanne
> Switzerland
> Tel: +41 21 693 83 98
> Fax: +41 21 646 41 33
>
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