Frechet: Create a Frechet distribution

In distributions3: Probability Distributions as S3 Objects

Create a Frechet distribution

Description

The Frechet distribution is a special case of the ⁠\link{GEV}⁠ distribution, obtained when the GEV shape parameter \xi is positive. It may be referred to as a type II extreme value distribution.

Usage

Frechet(location = 0, scale = 1, shape = 1)

Arguments

location	The location (minimum) parameter m. location can be any real number. Defaults to 0.
scale	The scale parameter s. scale can be any positive number. Defaults to 1.
shape	The shape parameter \alpha. shape can be any positive number. Defaults to 1.

Details

We recommend reading this documentation on https://alexpghayes.github.io/distributions3/, where the math will render with additional detail and much greater clarity.

In the following, let X be a Frechet random variable with location parameter location = m, scale parameter scale = s, and shape parameter shape = \alpha. A Frechet(m, s, \alpha) distribution is equivalent to a ⁠\link{GEV}⁠(m + s, s / \alpha, 1 / \alpha) distribution.

Support: (m, \infty).

Mean: m + s\Gamma(1 - 1/\alpha), for \alpha > 1; undefined otherwise.

Median: m + s(\ln 2)^{-1/\alpha}.

Variance: s^2 [\Gamma(1 - 2 / \alpha) - \Gamma(1 - 1 / \alpha)^2] for \alpha > 2; undefined otherwise.

Probability density function (p.d.f):

f(x) = \alpha s ^ {-1} [(x - m) / s] ^ {-(1 + \alpha)}% \exp\{-[(x - m) / s] ^ {-\alpha} \}

for x > m. The p.d.f. is 0 for x \leq m.

Cumulative distribution function (c.d.f):

F(x) = \exp\{-[(x - m) / s] ^ {-\alpha} \}

for x > m. The c.d.f. is 0 for x \leq m.

Value

A Frechet object.

See Also

Other continuous distributions: Beta(), Cauchy(), ChiSquare(), Erlang(), Exponential(), FisherF(), GEV(), GP(), Gamma(), Gumbel(), LogNormal(), Logistic(), Normal(), RevWeibull(), StudentsT(), Tukey(), Uniform(), Weibull()

Examples

set.seed(27)

X <- Frechet(0, 2)
X

random(X, 10)

pdf(X, 0.7)
log_pdf(X, 0.7)

cdf(X, 0.7)
quantile(X, 0.7)

cdf(X, quantile(X, 0.7))
quantile(X, cdf(X, 0.7))

distributions3 documentation built on Sept. 30, 2024, 9:37 a.m.