qn: scale estimation using the robust Qn estimator
Description
Returns a scale estimation as calculated by the (robust) Qn estimator.
Usage
qn(x)
Arguments
x
a vector of data
Value
The estimated scale of the data.
Warning
Earlier implementations used a wrong correction factor for the final result. Thus qn estimations computed with package pcaPP version > 1.8-1 differ about 0.12% from earlier estimations (version
Details
The Qn estimator computes the first quartile of the pairwise absolute
differences of all data values.
References
P.J. Rousseeuw, C. Croux (1993)
Alternatives to the Median Absolute Deviation,
JASA, 88, 1273-1283.