[R] bootstrap: boot package
Mark Myatt
mark at myatt.demon.co.uk
Mon Jan 28 11:05:28 CET 2002
Rob Gould <rgould at stat.ucla.edu> writes:
>I'm teaching a class and using R for the first time. We're talking
>about the bootstrap, and I've been trying to get R to replicate some
>simple bootstrap programs with no success. I'd like to be able to use
>the boot.ci function to produce confidence intervals (non-parametric)
>for some simple statistics, and this requires first creating a "boot"
>object. The boot object, in turn, requires a statistic that takes two
>inputs: the data and the second a vector of indices, frequencies, or
>weights which "define" the bootstrap. My question, I guess, is which
>option do I choose to "define" an ordinary sample-with-replacement? And
>where does this vector come from? Suppose I want to bootstrap a
>confidence interval for the mean. Do i have to write my own "mean"
>function to provide for this defining vector of indices?
>
>Just to clarify, I want to use the boot command to replicate this:
>bstraps <- c()
>for (i in 1:R){
>bstraps <- c(mean(sample(data,replace=T,n=length(data))), bstraps)}
The bootstrap is surprisingly easy to do in R. I have a brief and simple
section in my R notes (www.myatt.demon.co.uk) that I use as a teaching
example. Selvin:
Selvin, S, Modern Applied Biostatistical Methods Using S-Plus,
Oxford University Press, New York, 1998
Covers this quite well.
Mark
--
Mark Myatt
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