Fit Offspring Distribution to the Gamma Distribution
Fit Offspring Distribution to the Gamma Distribution
This function fits offspring data to a special case of the gamma distribution, in which zero values of offspring are excluded and all values are rounded to a whole number, and tests the goodness of fit using the chi-squared test.
fit_dist_gamma(dist)
Arguments
dist: a numeric vector of data values for number of offspring per dam.
Returns
estimate: Shape and rate parameters estimated from the supplied distribution.
sd: Standard deviation of the shape and rate estimates.
vcov: Variance/covariance matrix of the shape and rate estimates.
loglik: the log-likelihood of the shape and rate estimates.
n: The number of observations.
statistic: The chi-squared test statistic.
parameter: Degrees of freedom for the chi-squared test.
p.value: P-value for the chi-squared test.
data_gamma: Vector of values generated from a special case of the gamma distribution.
Author(s)
M. Catherine Duryea, Andrew D. Kern, Robert M. Cox, and Ryan Calsbeek
Examples
#Fit the Shape and Rate parameters to a distribution of offspring.#Test the goodness of fit.data(fungus)fungus_fit<-fit_dist_gamma(fungus$Total_Offspring)fungus_fit$fit_gamma
fungus_fit$chi_gamma
hist(fungus_fit$data_gamma)