gumbel function

Gumbel distribution

Gumbel distribution

Computes the pdf, cdf, value at risk and expected shortfall for the Gumbel distribution given by due to Gumbel (1954) given by [REMOVE_ME]\displaystylef(x)=1σexp(μxσ)exp[exp(μxσ)],\displaystyleF(x)=exp[exp(μxσ)],VaRp(X)=μσlog(logp),ESp(X)=μσp0plog(logv)dv[REMOVEME2] \begin{array}{ll}&\displaystylef (x) = \frac {1}{\sigma} \exp \left( \frac {\mu - x}{\sigma} \right)\exp \left[ -\exp \left( \frac {\mu - x}{\sigma} \right) \right],\\&\displaystyleF (x) = \exp \left[ -\exp \left( \frac {\mu - x}{\sigma} \right) \right],\\&\displaystyle{\rm VaR}_p (X) = \mu - \sigma \log (-\log p),\\&\displaystyle{\rm ES}_p (X) = \mu - \frac {\sigma}{p} \int_0^p \log (-\log v) dv\end{array} [REMOVE_ME_2]

for <x<-\infty < x < \infty, 0<p<10 < p < 1, <μ<-\infty < \mu < \infty, the location parameter, and σ>0\sigma > 0, the scale parameter.

Description

Computes the pdf, cdf, value at risk and expected shortfall for the Gumbel distribution given by due to Gumbel (1954) given by

\displaystylef(x)=1σexp(μxσ)exp[exp(μxσ)],\displaystyleF(x)=exp[exp(μxσ)],VaRp(X)=μσlog(logp),ESp(X)=μσp0plog(logv)dv \begin{array}{ll}&\displaystylef (x) = \frac {1}{\sigma} \exp \left( \frac {\mu - x}{\sigma} \right)\exp \left[ -\exp \left( \frac {\mu - x}{\sigma} \right) \right],\\&\displaystyleF (x) = \exp \left[ -\exp \left( \frac {\mu - x}{\sigma} \right) \right],\\&\displaystyle{\rm VaR}_p (X) = \mu - \sigma \log (-\log p),\\&\displaystyle{\rm ES}_p (X) = \mu - \frac {\sigma}{p} \int_0^p \log (-\log v) dv\end{array}

for <x<-\infty < x < \infty, 0<p<10 < p < 1, <μ<-\infty < \mu < \infty, the location parameter, and σ>0\sigma > 0, the scale parameter.

dgumbel(x, mu=0, sigma=1, log=FALSE) pgumbel(x, mu=0, sigma=1, log.p=FALSE, lower.tail=TRUE) vargumbel(p, mu=0, sigma=1, log.p=FALSE, lower.tail=TRUE) esgumbel(p, mu=0, sigma=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
  • mu: the value of the location parameter, can take any real value, the default is zero
  • sigma: the value of the scale 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) dgumbel(x) pgumbel(x) vargumbel(x) esgumbel(x)
  • Maintainer: Leo Belzile
  • License: GPL (>= 2)
  • Last published: 2023-04-22

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