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Generalized Pareto Distribution


The generalized Pareto distribution with location mu, scale sigma>0, and shape xi has distribution function

 F(x)=1-[1+xi(x-mu)/sigma]^(-1/xi),

on the set where x>=mu and 1+xi(x-mu)/sigma>0. The limiting case xi=0 is the exponential distribution F(x)=1-exp[-(x-mu)/sigma].

The generalized Pareto distribution arises in extreme-value theory as the limiting distribution of threshold exceedances under broad conditions. Positive, zero, and negative xi give heavy-tailed, exponential-type, and bounded-upper-tail cases, respectively. In the last case, the upper endpoint is mu-sigma/xi.


See also

Extreme Value Distribution, Pareto Distribution

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References

Embrechts, P.; Klüppelberg, C.; and Mikosch, T. Modelling Extremal Events for Insurance and Finance. Berlin, Germany: Springer-Verlag, 1997.

Cite this as:

Weisstein, Eric W. "Generalized Pareto Distribution." From MathWorld--A Wolfram Resource. https://mathworld.wolfram.com/GeneralizedParetoDistribution.html

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