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Three sigma rule

On May 28, 2011, at 5:12 PM, David Winsemius wrote:

            
Given the mention of the SixSigma package I can perhaps be forgiven  
for jumping to the conclusion that it might be "private language" and  
I still cannot be sure that a corruption of standard statistical  
theory has not been adopted by the SSers.

Looking at Wikipedia I get a different "answer" to the question what  
is the "three sigma rule" than I do by looking at "The American  
Statistician". My hierarchy for probity assigns a higher level of  
confidence to TAS.

	The Three Sigma Rule
Author(s): Friedrich Pukelsheim
Source: The American Statistician, Vol. 48, No. 2 (May, 1994), pp. 88-91
Published by: American Statistical Association
Stable URL: http://www.jstor.org/stable/2684253 .

For a distribution whose density is unimodal (and notice _not_  
assuming symmetry):

Pr( abs( X-mean(X) ) > 3*sd(X) ) < 4/18 < 0.05

It seemed trivial to test this with a normal distribution, so I  
illustrate it with a skewed distribution:

 > X <- rexp(300)
 > sum( abs( X-mean(X) ) > 3*sd(X) )/300
[1] 0.02
Would those percentiles be:

 > 50 -c(68, 95, 99.7)/2
[1] 16.00  2.50  0.15
 > 50 + c(68, 95, 99.7)/2
[1] 84.00 97.50 99.85