kumgamma function

Kumaraswamy gamma distribution

Computes the pdf, cdf, value at risk and expected shortfall for the Kumaraswamy gamma distribution due to de Pascoa et al. (2011) given by [REMOVE_ME]$\begin{array}{ll}&\displaystylef (x) = c d b^a x^{a - 1} \exp (-b x)\frac {\gamma^{c - 1} (a, b x)}{\Gamma^c (a)}\left[ 1 - \frac {\gamma^c (a, b x)}{\Gamma^c (a)} \right]^{d - 1},\\&\displaystyleF (x) = 1 - \left[ 1 - \frac {\gamma^c (a, b x)}{\Gamma^c (a)} \right]^d,\\&\displaystyle{\rm VaR}_p (X) =\frac {1}{b} Q^{-1} \left( a, 1 - \left[ 1 - (1 - p)^{1 / d} \right]^{1 / c} \right),\\&\displaystyle{\rm ES}_p (X) = \frac {1}{b p} \int_0^p Q^{-1} \left( a, 1 - \left[ 1 - (1 - v)^{1 / d} \right]^{1 / c} \right) dv\end{array} [REMOVE_ME_2]$

for $x > 0$, $0 < p < 1$, $a > 0$, the first shape parameter, $b > 0$, the scale parameter, $c > 0$, the second shape parameter, and $d > 0$, the third shape parameter.

Description

Computes the pdf, cdf, value at risk and expected shortfall for the Kumaraswamy gamma distribution due to de Pascoa et al. (2011) given by

for $x > 0$, $0 < p < 1$, $a > 0$, the first shape parameter, $b > 0$, the scale parameter, $c > 0$, the second shape parameter, and $d > 0$, the third shape parameter.

dkumgamma(x, a=1, b=1, c=1, d=1, log=FALSE)
pkumgamma(x, a=1, b=1, c=1, d=1, log.p=FALSE, lower.tail=TRUE)
varkumgamma(p, a=1, b=1, c=1, d=1, log.p=FALSE, lower.tail=TRUE)
eskumgamma(p, a=1, b=1, c=1, d=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
• b: the value of the scale parameter, must be positive, the default is 1
• a: the value of the first shape parameter, must be positive, the default is 1
• c: the value of the second shape parameter, must be positive, the default is 1
• d: the value of the third 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)
dkumgamma(x)
pkumgamma(x)
varkumgamma(x)
eskumgamma(x)