gamma.shape

0th

Percentile

Estimate the Shape Parameter of the Gamma Distribution in a GLM Fit

Find the maximum likelihood estimate of the shape parameter of the gamma distribution after fitting a Gamma generalized linear model.

Keywords
models
Usage
## S3 method for class 'glm':
gamma.shape(object, it.lim = 10,
            eps.max = .Machine$double.eps^0.25, verbose = FALSE, \dots)
Arguments
object
Fitted model object from a Gamma family or quasi family with variance = "mu^2".
it.lim
Upper limit on the number of iterations.
eps.max
Maximum discrepancy between approximations for the iteration process to continue.
verbose
If TRUE, causes successive iterations to be printed out. The initial estimate is taken from the deviance.
...
further arguments passed to or from other methods.
Details

A glm fit for a Gamma family correctly calculates the maximum likelihood estimate of the mean parameters but provides only a crude estimate of the dispersion parameter. This function takes the results of the glm fit and solves the maximum likelihood equation for the reciprocal of the dispersion parameter, which is usually called the shape (or exponent) parameter.

Value

  • List of two components
  • alphathe maximum likelihood estimate
  • SEthe approximate standard error, the square-root of the reciprocal of the observed information.

References

Venables, W. N. and Ripley, B. D. (2002) Modern Applied Statistics with S. Fourth edition. Springer.

See Also

gamma.dispersion

Aliases
  • gamma.shape
  • gamma.shape.glm
  • print.gamma.shape
Examples
clotting <- data.frame(
    u = c(5,10,15,20,30,40,60,80,100),
    lot1 = c(118,58,42,35,27,25,21,19,18),
    lot2 = c(69,35,26,21,18,16,13,12,12))
clot1 <- glm(lot1 ~ log(u), data = clotting, family = Gamma)
gamma.shape(clot1)

gm <- glm(Days + 0.1 ~ Age*Eth*Sex*Lrn,
          quasi(link=log, variance="mu^2"), quine,
          start = c(3, rep(0,31)))
gamma.shape(gm, verbose = TRUE)
summary(gm, dispersion = gamma.dispersion(gm))  # better summary
Documentation reproduced from package MASS, version 7.3-40, License: GPL-2 | GPL-3

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