gumbel2 function

Gumbel II distribution

Gumbel II distribution

Computes the pdf, cdf, value at risk and expected shortfall for the Gumbel II distribution [REMOVE_ME]\displaystylef(x)=abxa1exp(bxa),\displaystyleF(x)=1exp(bxa),VaRp(X)=b1/a[log(1p)]1/a,ESp(X)=b1/ap0p[log(1v)]1/adv[REMOVEME2] \begin{array}{ll}&\displaystylef (x) = a b x^{-a - 1} \exp \left( -b x^{-a} \right),\\&\displaystyleF (x) = 1 - \exp \left( -b x^{-a} \right),\\&\displaystyle{\rm VaR}_p (X) = b^{1 / a} \left[ -\log (1 - p) \right]^{-1 / a},\\&\displaystyle{\rm ES}_p (X) = \frac {b^{1 / a}}{p} \int_0^p \left[ -\log (1 - v) \right]^{-1 / a} dv\end{array} [REMOVE_ME_2]

for x>0x > 0, 0<p<10 < p < 1, a>0a > 0, the shape parameter, and b>0b > 0, the scale parameter.

Description

Computes the pdf, cdf, value at risk and expected shortfall for the Gumbel II distribution

\displaystylef(x)=abxa1exp(bxa),\displaystyleF(x)=1exp(bxa),VaRp(X)=b1/a[log(1p)]1/a,ESp(X)=b1/ap0p[log(1v)]1/adv \begin{array}{ll}&\displaystylef (x) = a b x^{-a - 1} \exp \left( -b x^{-a} \right),\\&\displaystyleF (x) = 1 - \exp \left( -b x^{-a} \right),\\&\displaystyle{\rm VaR}_p (X) = b^{1 / a} \left[ -\log (1 - p) \right]^{-1 / a},\\&\displaystyle{\rm ES}_p (X) = \frac {b^{1 / a}}{p} \int_0^p \left[ -\log (1 - v) \right]^{-1 / a} dv\end{array}

for x>0x > 0, 0<p<10 < p < 1, a>0a > 0, the shape parameter, and b>0b > 0, the scale parameter.

dgumbel2(x, a=1, b=1, log=FALSE) pgumbel2(x, a=1, b=1, log.p=FALSE, lower.tail=TRUE) vargumbel2(p, a=1, b=1, log.p=FALSE, lower.tail=TRUE) esgumbel2(p, a=1, b=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
  • a: the value of the scale parameter, must be positive, the default is 1
  • b: 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) dgumbel2(x) pgumbel2(x) vargumbel2(x) esgumbel2(x)
  • Maintainer: Leo Belzile
  • License: GPL (>= 2)
  • Last published: 2023-04-22

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