[proFit-list] Feature request: Quantiles
Davide Guarisco
guarisco at sbcglobal.net
Sat Mar 15 19:49:03 CDT 2008
Hello,
I think that pro Fit should add the calculation of arbitrary
quantiles to its Statistics capabilities.
Calculating quantiles different from the median or the quartiles
(which pro Fit already can calculate, or at least display in box
plots) is sometimes needed in the statistical analysis of data.
A user should be able to:
- turn on the calculation of one or more arbitrary quantiles in the
Statistics window (perhaps using an interface similar to the one for
custom graph axis ticks) by entering the desired quantile p (from 0 to
1, ex. 0.5 for the median), and the quantile type (an integer from 1
to 9, or more, see below)
- call the Statistics procedure in a program with appropriate new
parameters and retrieve the result using GetResult
As for the calculation of the quantiles, there exist many different
methods. I would recommend that pro Fit follows the implementation of
R, the open-source statistical program (http://stat.ethz.ch/R-manual/R-devel/library/stats/html/quantile.html
). That is, there are 9 quantile types, with default using type 7.
This is based on the following paper:
Hyndman, R. J. and Fan, Y. (1996) Sample quantiles in statistical
packages, American Statistician, 50, 361–365.
I have found sample code here:
http://tolstoy.newcastle.edu.au/R/devel/04/07/0180.html
And implemented it as an example in the attached pro Fit program. This
is given without warranty, however I believe it is correct. I verified
it with Mathematica using the definitions here:
http://mathworld.wolfram.com/Quantile.html
and some of the canonical data sets below.
For an additional discussion on quantiles, see:
http://www.amstat.org/publications/jse/v14n3/langford.html
Thanks,
Davide
--
Davide Guarisco
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