[R] Density Estimation
Prof Brian D Ripley
ripley at stats.ox.ac.uk
Mon May 29 08:05:27 CEST 2000
On Mon, 29 May 2000, Murray Jorgensen wrote:
> I'm looking for a way to do something like Kernel Density Estimation in R.
> I have some very big sets of things like packet interarrival times and
> would like to make plots of the estimated density function.
>
> Can anyone help me?
Well, R itself has density, and the MASS library has bandwidth selection
techniques for it. That should work well for large datasets (up to the
limits of R, anyway). A similar and perhaps even more capable
approach is binning as taken by the library KernSmooth, an R version of
which is packaged on CRAN. logspline and locfit (also on CRAN) have
more sophisticated approaches to density estimation.
There are comparisons and details of what is available in V&R3 and in
particular in our on-line statistics complements.
--
Brian D. Ripley, ripley at stats.ox.ac.uk
Professor of Applied Statistics, http://www.stats.ox.ac.uk/~ripley/
University of Oxford, Tel: +44 1865 272861 (self)
1 South Parks Road, +44 1865 272860 (secr)
Oxford OX1 3TG, UK Fax: +44 1865 272595
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