pareto function

Pareto distribution

Pareto distribution

Computes the pdf, cdf, value at risk and expected shortfall for the Pareto distribution due to Pareto (1964) given by [REMOVE_ME]\displaystylef(x)=cKcxc1,\displaystyleF(x)=1(Kx)c,VaRp(X)=K(1p)1/c,ESp(X)=Kcp(1c)(1p)11/cKcp(1c)[REMOVEME2] \begin{array}{ll}&\displaystylef (x) = c K^c x^{-c - 1},\\&\displaystyleF (x) = 1 - \left( \frac {K}{x} \right)^c,\\&\displaystyle{\rm VaR}_p (X) = K (1 - p)^{-1 / c},\\&\displaystyle{\rm ES}_p (X) = \frac {K c}{p (1 - c)} (1 - p)^{1 - 1 / c} - \frac {K c}{p (1 - c)}\end{array} [REMOVE_ME_2]

for xKx \geq K, 0<p<10 < p < 1, K>0K > 0, the scale parameter, and c>0c > 0, the shape parameter.

Description

Computes the pdf, cdf, value at risk and expected shortfall for the Pareto distribution due to Pareto (1964) given by

\displaystylef(x)=cKcxc1,\displaystyleF(x)=1(Kx)c,VaRp(X)=K(1p)1/c,ESp(X)=Kcp(1c)(1p)11/cKcp(1c) \begin{array}{ll}&\displaystylef (x) = c K^c x^{-c - 1},\\&\displaystyleF (x) = 1 - \left( \frac {K}{x} \right)^c,\\&\displaystyle{\rm VaR}_p (X) = K (1 - p)^{-1 / c},\\&\displaystyle{\rm ES}_p (X) = \frac {K c}{p (1 - c)} (1 - p)^{1 - 1 / c} - \frac {K c}{p (1 - c)}\end{array}

for xKx \geq K, 0<p<10 < p < 1, K>0K > 0, the scale parameter, and c>0c > 0, the shape parameter.

dpareto(x, K=1, c=1, log=FALSE) ppareto(x, K=1, c=1, log.p=FALSE, lower.tail=TRUE) varpareto(p, K=1, c=1, log.p=FALSE, lower.tail=TRUE) espareto(p, K=1, c=1)

Arguments

  • x: scaler or vector of values at which the pdf or cdf needs to be computed
  • p: scaler or vector of values at which the value at risk or expected shortfall needs to be computed
  • K: the value of the scale parameter, must be positive, the default is 1
  • c: the value of the shape parameter, must be positive, the default is 1
  • log: if TRUE then log(pdf) are returned
  • log.p: if TRUE then log(cdf) are returned and quantiles are computed for exp(p)
  • lower.tail: if FALSE then 1-cdf are returned and quantiles are computed for 1-p

Returns

An object of the same length as x, giving the pdf or cdf values computed at x or an object of the same length as p, giving the values at risk or expected shortfall computed at p.

References

Stephen Chan, Saralees Nadarajah & Emmanuel Afuecheta (2016). An R Package for Value at Risk and Expected Shortfall, Communications in Statistics - Simulation and Computation, 45:9, 3416-3434, tools:::Rd_expr_doi("10.1080/03610918.2014.944658")

Author(s)

Saralees Nadarajah

Examples

x=runif(10,min=0,max=1) dpareto(x) ppareto(x) varpareto(x) espareto(x)
  • Maintainer: Leo Belzile
  • License: GPL (>= 2)
  • Last published: 2023-04-22

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