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robust: Port of the S+ “Robust Library”

This package contains the Robust Library version 0.4


  • This package contains the following robust methods:
    • Robust Covariance estimation (scatter and location)
    • Robust Linear Regression
    • Robust Generalized Linear Models
    • Robust Gamma, Weibull, and lognormal parameter estimation
  • A method for side-by-side comparison of robust and classical models is also provided. Please see Robust.pdf for further details.

Installation

The `robust`` package is on CRAN (The Comprehensive R Archive Network) and the latest release can be easily installed using the command

install.packages("robust")

Building from source

To install the latest stable development version from GitHub, you can pull this repository and install it using

## install.packages("remotes")
remotes::install_github("valentint/robust")

Of course, if you have already installed remotes, you can skip the first line (I have commented it out).

Community guidelines

Report issues and request features

If you experience any bugs or issues or if you have any suggestions for additional features, please submit an issue via the Issues tab of this repository. Please have a look at existing issues first to see if your problem or feature request has already been discussed.

Contribute to the package

If you want to contribute to the package, you can fork this repository and create a pull request after implementing the desired functionality.

Ask for help

If you need help using the package, or if you are interested in collaborations related to this project, please get in touch with the package maintainer.

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Version

Install

install.packages('robust')

Monthly Downloads

8,821

Version

0.7-1

License

GPL (>= 3)

Issues

Pull Requests

Stars

Forks

Maintainer

Valentin Todorov

Last Published

July 8th, 2022

Functions in robust (0.7-1)

anova.glmRob

ANOVA for Robust Generalized Linear Model Fits
glmRob.cubif.control

Control Parameters for the Bounded Influence Robust GLM Estimator
glmRob.mallows.control

Control for Mallows-type Robust GLM Estimator
glmRob.mallows

Mallows Type Estimator
glmRob.cubif

Robust GLM CUBIF Fitter
lmRob.control

Control Parameters for Robust Linear Regression
gammaRob.control

Control Parameters for gammaRob
gen.data

Generate Data With Contamination
lmRob.fit

Robust Fitter Functions for Linear Models
gammaRob

Robust Estimation of Gamma Distribution Parameters
lognormRob.control

Control Parameters for lognormRob
fitdstnRob

Robust Fitting of Univariate Distributions
lognormRob

Robust Estimation of Lognormal Distribution Parameters
glmRob.misclass

Consistent Misclassification Estimator
plot.glmRob

Diagnostic Regression Plots
plot.lmRob

Diagnostic Regression Plots
residuals.glmRob

Residuals Methods for glmRob Objects
glmRob.misclass.control

Control for Misclassification Robust GLM Estimator
lmRob.fit.compute

Fit a Robust Linear Model
lmRob.object

Robust Linear Model Objects
screePlot.covfm

Comparison Screeplot
weibullRob

Robust Estimation of Weibull Distribution Parameters
update.lmRob

Update an lmRob Model Object
woodmod.dat

Modified Wood Data
stack.dat

Brownlee's Stack-Loss Data
step.lmRob

Build a Model in a Stepwise Fashion
ellipsesPlot.covfm

Ellipses Plot - Visual Correlation Matrix Comparison
fitdstn

Maximum-likelihood Fitting of Univariate Distributions
lmRob.RFPE

Robust Final Prediction Errors
summary.covfm

Summary Method
mallows.dat

Mallows Data
lsRobTest

Bias Test for Least-Squares Regression Estimates
lmRob

High Breakdown and High Efficiency Robust Linear Regression
predict.lmRob

Use predict() on an lmRob Object
summary.lmRob

Summarizing Robust Linear Model Fits
predict.glmRob

Predict Method for Robust Generalized Linear Model Fits
test.lmRob

Various Tests of Robust Regression Estimates
summary.glmRob

Summarizing Robust Generalized Linear Model Fits
glmRob

Fit a Robust Generalized Linear Model
glmRob.object

Robust Generalized Linear Model Fit
leuk.dat

Leuk Data
glmRob.control

glmRob Control Parameters
plot.fdfm

fdfm Plot Method
qqPlot.fdfm

Comparison Quantile-Quantile Plot
weibullRob.control

Control Parameters for weibullRob
rb.lmRob

Robust Bootstrap Standard Errors
plot.covfm

Plot Method
weight.funs

Weight Functions Psi, Rho, Chi
overlaidDenPlot.fdfm

Overlaid Density Plot
anova.lmRob

ANOVA for Robust Linear Model Fits
covRob.control

Control Parameters for Robust Covariance Estimation
ddPlot.covfm

Distance - Distance Plot
distancePlot.covfm

Side-by-Side Mahalanobis Distance Plot
breslow.dat

Breslow Data
covRob

Robust Covariance/Correlation Matrix Estimation
covClassic

Classical Covariance Estimation
drop1.lmRob

Compute an Anova Object by Dropping Terms