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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

8,183

Version

0.7-3

License

GPL (>= 3)

Issues

Pull Requests

Stars

Forks

Maintainer

Valentin Todorov

Last Published

December 5th, 2023

Functions in robust (0.7-3)

breslow.dat

Breslow Data
gammaRob.control

Control Parameters for gammaRob
lmRob.fit

Robust Fitter Functions for Linear Models
gen.data

Generate Data With Contamination
lmRob.control

Control Parameters for Robust Linear Regression
plot.covfm

Plot Method
covRob.control

Control Parameters for Robust Covariance Estimation
lmRob.RFPE

Robust Final Prediction Errors
lmRob

High Breakdown and High Efficiency Robust Linear Regression
ddPlot.covfm

Distance - Distance Plot
plot.fdfm

fdfm Plot Method
predict.glmRob

Predict Method for Robust Generalized Linear Model Fits
predict.lmRob

Use predict() on an lmRob Object
lmRob.fit.compute

Fit a Robust Linear Model
lmRob.object

Robust Linear Model Objects
woodmod.dat

Modified Wood Data
distancePlot.covfm

Side-by-Side Mahalanobis Distance Plot
covClassic

Classical Covariance Estimation
drop1.lmRob

Compute an Anova Object by Dropping Terms
glmRob.cubif

Robust GLM CUBIF Fitter
glmRob.cubif.control

Control Parameters for the Bounded Influence Robust GLM Estimator
residuals.glmRob

Residuals Methods for glmRob Objects
overlaidDenPlot.fdfm

Overlaid Density Plot
screePlot.covfm

Comparison Screeplot
covRob

Robust Covariance/Correlation Matrix Estimation
anova.glmRob

ANOVA for Robust Generalized Linear Model Fits
glmRob.misclass

Consistent Misclassification Estimator
glmRob.misclass.control

Control for Misclassification Robust GLM Estimator
ellipsesPlot.covfm

Ellipses Plot - Visual Correlation Matrix Comparison
glmRob

Fit a Robust Generalized Linear Model
glmRob.control

glmRob Control Parameters
fitdstnRob

Robust Fitting of Univariate Distributions
lsRobTest

Bias Test for Least-Squares Regression Estimates
plot.glmRob

Diagnostic Regression Plots
mallows.dat

Mallows Data
weibullRob.control

Control Parameters for weibullRob
fitdstn

Maximum-likelihood Fitting of Univariate Distributions
plot.lmRob

Diagnostic Regression Plots
gammaRob

Robust Estimation of Gamma Distribution Parameters
qqPlot.fdfm

Comparison Quantile-Quantile Plot
glmRob.object

Robust Generalized Linear Model Fit
leuk.dat

Leuk Data
lognormRob

Robust Estimation of Lognormal Distribution Parameters
glmRob.mallows

Mallows Type Estimator
rb.lmRob

Robust Bootstrap Standard Errors
weight.funs

Weight Functions Psi, Rho, Chi
summary.lmRob

Summarizing Robust Linear Model Fits
glmRob.mallows.control

Control for Mallows-type Robust GLM Estimator
lognormRob.control

Control Parameters for lognormRob
stack.dat

Brownlee's Stack-Loss Data
summary.covfm

Summary Method
step.lmRob

Build a Model in a Stepwise Fashion
test.lmRob

Various Tests of Robust Regression Estimates
summary.glmRob

Summarizing Robust Generalized Linear Model Fits
update.lmRob

Update an lmRob Model Object
weibullRob

Robust Estimation of Weibull Distribution Parameters
anova.lmRob

ANOVA for Robust Linear Model Fits