Dan Bolser <dmb <at> mrc-dunn.cam.ac.uk> writes:
:
: If I integrate over the result of the density() funcion, is the result 1?
:
: For example
:
: x <- rnorm(1000)
: plot(density(x))
:
: Does the area under the curve I see sum to 1?
:
: What I really want to know is if I can directly compare two particular
: curves, generated like this
:
: x <- rnorm(1000)
: plot(density(x))
:
: a.seq <- seq(min(x),max(x),0.01)
: lines(a.seq,dnorm(x=a.seq,mean=mean(x),sd=sd(x)))
:
: I guess they are directly comparable if the area under density sums to
: one.
:
: Is this correct?
We can integrate it to find out:
R> set.seed(1)
R> z <- density(rnorm(10000))
R> f <- approxfun(z$x, z$y, yleft = 0, yright = 0)
R> integrate(f, -Inf, Inf)
1.000978 with absolute error < 6.6e-05