distfreereg-package {distfreereg}R Documentation

Distribution-Free Goodness-of-Fit Testing for Regression

Description

Implements the distribution-free goodness-of-fit regression test for the mean structure of parametric models introduced in Khmaladze (2021) <doi:10.1007/s10463-021-00786-3>. The test is implemented for general functions with minimal distributional assumptions as well as common models (e.g., lm, glm) with the usual assumptions.

Details

The DESCRIPTION file:

Package: distfreereg
Type: Package
Title: Distribution-Free Goodness-of-Fit Testing for Regression
Version: 1.1
Depends: R (>= 4.4)
Imports: calculus, clue, lme4, methods
Suggests: knitr, rmarkdown
VignetteBuilder: knitr, rmarkdown
Date: 2025-07-01
Authors@R: person(given = "Jesse", family = "Miller", role = c("aut", "cre"), email = "mill9116@umn.edu", comment = c(ORCID = "0009-0005-9465-7461"))
Maintainer: Jesse Miller <mill9116@umn.edu>
Description: Implements the distribution-free goodness-of-fit regression test for the mean structure of parametric models introduced in Khmaladze (2021) <doi:10.1007/s10463-021-00786-3>. The test is implemented for general functions with minimal distributional assumptions as well as common models (e.g., lm, glm) with the usual assumptions.
License: GPL-3
Author: Jesse Miller [aut, cre] (ORCID: <https://orcid.org/0009-0005-9465-7461>)

Index of help topics:

asymptotics             Convenience function for exploring asymptotic
                        behavior and sample size adequacy
coef.distfreereg        Extract estimated parameters from 'distfreereg'
                        objects
compare                 Compare the simulated statistic distribution
                        with the observed statistic distribution used
                        in distribution-free parametric regression
                        testing
confint.distfreereg     Calculate confidence intervals with a
                        'distfreereg' object
distfreereg             Distribution-free parametric regression testing
distfreereg-package     Distribution-Free Goodness-of-Fit Testing for
                        Regression
fitted.distfreereg      Extract fitted values from 'distfreereg'
                        objects
formula.distfreereg     Extract formulas from 'distfreereg' objects
ks.test.compare         Formally compare observed and simulated
                        statistics from a 'compare' object
plot.compare            Summary and diagnostic plots for 'compare'
                        objects
plot.distfreereg        Summary and diagnostic plots for 'distfreereg'
                        objects
predict.distfreereg     Generate predicted values from 'distfreereg'
                        objects
print.compare           Printing 'compare' objects
print.distfreereg       Printing 'distfreereg' objects
rejection               Compute rejection rates of a distribution-free
                        test from a 'compare' object
residuals.distfreereg   Extract residuals from 'distfreereg' objects
update.distfreereg      Update 'distfreereg' objects
vcov.distfreereg        Calculate parameter covariance matrices from
                        'distfreereg' objects

Further information is available in the following vignettes:

v1_introduction An Introduction to the `distfreereg` Package (source)
v2_compare Comparing Distributions with the `distfreereg` Package (source)
v3_plotting Plotting with the `distfreereg` Package (source)
v4_parameter-estimation Parameter Estimation (source)
v5_advanced-options Advanced Options for `distfreereg` Package (source)

Author(s)

Jesse Miller [aut, cre] (ORCID: <https://orcid.org/0009-0005-9465-7461>)

Maintainer: Jesse Miller <mill9116@umn.edu>


[Package distfreereg version 1.1 Index]