[R] Confidence Intervals for slopes
BXC (Bendix Carstensen)
bxc at steno.dk
Mon Mar 29 21:04:15 CEST 2004
You may want:
lm( y ~ x:z )
This is the same model you fitted, but prametrized differently.
But please check that what you REALLY want is not
lm( y ~ z + x:z )
This is the model with different intercepts as well.
Bendix Carstensen
----------------------
Bendix Carstensen
Senior Statistician
Steno Diabetes Center
Niels Steensens Vej 2
DK-2820 Gentofte
Denmark
tel: +45 44 43 87 38
mob: +45 30 75 87 38
fax: +45 44 43 07 06
bxc at steno.dk
www.biostat.ku.dk/~bxc
----------------------
> -----Original Message-----
> From: r-help-bounces at stat.math.ethz.ch
> [mailto:r-help-bounces at stat.math.ethz.ch] On Behalf Of David Orme
> Sent: Monday, March 29, 2004 4:44 PM
> To: r-help at stat.math.ethz.ch
> Subject: [R] Confidence Intervals for slopes
>
>
> Hi,
>
> I'm trying to get confidence intervals to slopes from a linear model
> and I can't figure out how to get at them. As a cut 'n' paste example:
>
> #################
> # dummy dataset - regression data for 3 treatments, each
> treatment with
> different (normal) variance
> x <- rep(1:10, length=30)
> y <- 10 - (rep(c(0.2,0.5,0.8), each=10)*x)+c(rnorm(10, sd=0.1),
> rnorm(10, sd=0.6),rnorm(10, sd=1.1))
> z <- gl(3,10)
> plot(y~x, pch=unclass(z))
>
> # model as three slopes with common intercept
> options(contrasts=c("contr.treatment","contr.poly"))
> model <- lm(y~x+x:z)
>
> # coefficient table in summary gives the intercept, first
> slope and the
> difference in slopes
> summary(model)
>
> # confint gives the confidence interval for the intercept and first
> slope,
> # and the CIs for the _differences_
> confint(model)
> #################
>
> What I'd like to report are the actual CI's for the slopes for the
> second and third treatments, in the same way that confint returns the
> parameter estimates for the first treatment. Can anyone point
> me in the
> right direction?
>
> Thanks,
> David
>
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