[R] Newbie question: plotting regression models
Duncan Murdoch
murdoch at stats.uwo.ca
Wed Nov 3 16:30:41 CET 2004
On Wed, 3 Nov 2004 10:12:53 -0500, adelmaas at MUSC.EDU wrote :
>Greetings.
>
>Is there any way to get R to take a regression model object and draw a
>plot of the regression function? How about overlaying that plot over a
>scatterplot of the actual data? Thanks in advance for any help anyone
>can provide.
Lots of functions in R can adapt themselves to complex objects in a
sensible way. (These are called generic functions.) The usual way to
draw a straight line would be to use abline(), and it can handle
linear model objects:
# fake some data
x <- 1:10
y <- rnorm(10)
# fit it and plot it.
fit <- lm(y ~ x)
plot(x, y)
abline(fit)
If you've fit a more complicated model (e.g. a quadratic), you need a
different method (because abline only works on straight lines). Then
use
fit <- lm(y ~ x + I(x^2))
plot(x, y)
lines(predict(fit))
(This would work for the original one, too.)
Duncan Murdoch
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