ContaminationSize: Generic Function for the Computation of the Convex...

In distrEx: Extensions of Package 'distr'

Generic Function for the Computation of the Convex Contamination (Pseudo-)Distance of Two Distributions

Description

Generic function for the computation of convex contamination (pseudo-)distance of two probability distributions P and Q. That is, the minimal size 0 <= epsilon <= 1 is computed such that there exists some probability distribution R with

Q = (1 - epsilon)P + epsilon R

Usage

ContaminationSize(e1, e2, ...)
## S4 method for signature 'AbscontDistribution,AbscontDistribution'
ContaminationSize(e1,e2)
## S4 method for signature 'DiscreteDistribution,DiscreteDistribution'
ContaminationSize(e1,e2)
## S4 method for signature 'AcDcLcDistribution,AcDcLcDistribution'
ContaminationSize(e1,e2)

Arguments

e1	object of class "Distribution"
e2	object of class "Distribution"
...	further arguments to be used in particular methods (not in package distrEx)

Details

Computes the distance from e1 to e2 respectively P to Q. This is not really a distance as it is not symmetric!

Value

A list containing the following components:

e1	object of class "Distribution"; ideal distribution
e2	object of class "Distribution"; 'contaminated' distribution
size.of.contamination	size of contamination

Methods

e1 = "AbscontDistribution", e2 = "AbscontDistribution":

convex contamination (pseudo-)distance of two absolutely continuous univariate distributions.

e1 = "DiscreteDistribution", e2 = "DiscreteDistribution":

convex contamination (pseudo-)distance of two discrete univariate distributions.

e1 = "AcDcLcDistribution", e2 = "AcDcLcDistribution":

convex contamination (pseudo-)distance of two discrete univariate distributions.

Author(s)

Matthias Kohl [e-mail],
Peter Ruckdeschel [e-mail]

References

Huber, P.J. (1981) Robust Statistics. New York: Wiley.

See Also

KolmogorovDist, TotalVarDist, HellingerDist, Distribution-class

Examples

ContaminationSize(Norm(), Norm(mean=0.1))
ContaminationSize(Pois(), Pois(1.5))

distrEx documentation built on Nov. 16, 2022, 1:07 a.m.