gamma_params: Calculate shape and scale (or rate) parameters of a gamma distribution.
Description
Function to calculate the shape, \(\alpha\), and scale, \(\theta\), (or rate, \(\beta\))
parameters of a gamma distribution based on the method of moments (MoM)
using the mean \(\mu\) and standard deviation \(\sigma\) of the random
variable of interest.
Usage
gamma_params(mu, sigma, scale = TRUE)
Arguments
mu
scalar with the mean of the random variable.
sigma
scalar with the standard deviation of the random variable.
scale
logical variable indicating scale parameterization of the gamma distribution
(Default is TRUE). If FALSE, rate parameterization is retrieved
Value
A list contianing the following:
shape Shape parameter of gamma distribution
scale Scale parameter of gamma distribution (If scale=TRUE)
rate Rate parameter of gamma distribution (If scale=FALSE)
Details
Based on method of moments. If \(\mu\) is the mean and
\(\sigma\) is the standard deviation of the random variable, then the
the shape, \(\alpha\), scale, \(\theta\), and rate, \(\beta\), parameters are computed
as follows
$$\alpha=\frac{\mu^2}{\sigma^2},$$
$$\theta = \frac{\sigma^2}{\mu}$$
and
$$\beta = \frac{\mu}{\sigma^2}$$
References
Gamma distribution. (2018, February 7). In Wikipedia, The Free
Encyclopedia. Retrieved 17:23, February 11, 2018,
from https://en.wikipedia.org/w/index.php?title=Gamma_distribution&oldid=824541785