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stabreg (version 0.1.2)

Linear Regression with the Stable Distribution

Description

Efficient regression for heavy-tailed and skewed data following a stable distribution. Generalized regression where the skewness and tail parameter of residuals are dependent on regressors is also available. Includes fast calculation of stable densities. Calculation of densities is based on efficient numerical methods from Ament and O'Neil (2017) . Parts of the code have been ported to C from Ament's 'Matlab' code available at .

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Version

Install

install.packages('stabreg')

Monthly Downloads

22

Version

0.1.2

License

GPL-3

Maintainer

Oleg Kopylov

Last Published

June 6th, 2019

Functions in stabreg (0.1.2)

stable_pdf

Compute values of a (normalized) stable density
stable_mle_fit

Fit a stable distribution to a sample using maximum likelihood
print.stabreg

print.stabreg
AIC.stabreg

AIC.stabreg
predict.stabreg

predict.stabreg
stable_glm

Generalized linear-model fitting with Stable residuals
stable_lm

Linear-model fitting with Stable residuals