Learn R Programming
⚠️There's a newer version (0.7-5) of this package.Take me there.

robust (version 0.3-4)

Insightful Robust Library

Description

A package of robust methods.

Copy Link

Version

Install

install.packages('robust')

Monthly Downloads

4,725

Version

0.3-4

License

GPL

Maintainer

Kjell Konis

Last Published

August 18th, 2024

Functions in robust (0.3-4)

glmRob.mallows.control

Control for Mallows-type Robust GLM Estimator
plot.glmRob

Diagnostic Regression Plots
donostah

Donoho-Stahel Covariance Estimation
fastcov

Orthogonalised Pariwise Covariance Estimation
qqplot.glmRob

Theoretical Quantiles
covfmSqrtMDPlot

Square Root of Mahalanobis Distance Plot
covRob.control

Control Parameters for Robust Covariance Estimation
glmRob.cubif

CUBIF GLM Fitter
covfmEllipsesPlot

Ellipses Plot
fit.models

Model Comparison
lmfm2DRegPlot

Data with Fit
glmRob.misclass.w

Misclass Weights
woodmod.dat

Modified Wood Data
glmRob.cubif.null

CUBIF Null Deviance
leuk.dat

Leuk Data
rb

Robust Bootstrap Standard Errors
anova.glmRob

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

CUBIF Initialization
get.fit.models.database

Model Comparison Database
lmRob.RFPE

Robust Final Prediction Errors
lmfmResVsFittedPlot

Residuals versus Fitted Values Plot
glmRob

Fit a Robust Generalized Linear Model
gen.data

Generate Data With Contamination
lmRob.ga

Estimation of S-Estimates with Genetic Algorithm
methods.glmRob

Methods for glmRob Generic Functions
lmRob.fit.compute

Fit a Robust Linear Model
print.summary.lmRob

Print Method for summary.lmRob Objects
print.lmRob

Print Method for lmRob Objects
s.logistic.misclass.fit

S Logistic Misclassification Fitter
step.lmRob

Build a Model in a Stepwise Fashion
lmRob.control

Control Parameters for Robust Linear Regression
covfmDistance2Plot

Distance - Distance Plot
drop1.lmRob

Compute an Anova Object by Dropping Terms
update.lmRob

Update an lmRob Model Object
print.glmfm

Print Method for glmfm Objects
print.glmRob

Print Method for glmRob Objects
cov

Classical Covariance Estimation
predict.lmRob

Use predict() on an lmRob Object
print.lmfm

Print Method for lmfm Objects
lmfmRespVsFittedPlot

Response versus Fitted Values Plot
summary.glmRob

Summarizing Robust Generalized Linear Model Fits
glmRob.mallows

Mallows Type Estimator
mallows.dat

Mallows Data
print.summary.covfm

Print Method
print.summary.glmfm

Print Method for summary.glmfm Objects
methods.lmRob

Methods for lmRob Generic Functions
covRob

Robust Covariance/Correlation Matrix Estimation
covfmScreePlot

Screeplot
lmRob

High Breakdown and High Efficiency Robust Linear Regression
lmfmOverlaidQQPlot

Overlaid QQ Plot
breslow.dat

Breslow Data
undocumented.glmRob

Undocumented glmRob Helper Functions
lmRob.ucovcoef

Unscaled Covariance Matrix of Coefficient Estimates
lmfmSqrtResVsFittedPlot

Squared Root of Residuals versus Fitted Values Plot
print.summary.glmRob

Print Method for summary.glmRob Objects
print.summary.lmfm

Print Method for summary.lmfm Objects
lmfmStdResPlot

Standardized Residual Plot
anova.lmRob

ANOVA for Robust Linear Model Fits
plot.lmfm

Comparison Plots for Linear Regression Models
test.lmRob

Various Tests of Robust Regression Estimates
lmfmOverlaidResDenPlot

Overlaid Residual Density Plot
lmfmSRvsRDPlot

Standardized Residuals versus Robust Distances Plot
key

Plot Key
lmfmResQQPlot

Residual QQ-Plots with Confidence Envelope
lmfmResKernDenPlot

Residual Kernel Density Plot
print.covfm

Print Method
coef.glmfm

Extract Model Coefficients
stack.dat

Brownlee's Stack-Loss Data
plot.lmRob

Diagnostic Regression Plots
glmRob.cubif.control

Control Parameters for the Bounded Influence Robust GLM Estimator
plot.covfm

Plot Method
arg.names

Argument Names
glmRob.Initial.LMS

Initial LMS Coefficient Estimates for CUBIF Method
lmRob.effvy

Constant for the Optimal Loss (Weight) Function
summary.covfm

Summary Method
lmRob.object

Robust Linear Model Objects
glmRob.control

glmRob Control Parameters
panel.addons

Add Extras to fit.models Plots
stop.on.bdObject

Stop on Big Data Object
wt.carroll

Weight Functions
add1.lmRob

Add Terms to a Robust Linear Model Object
plot.glmfm

Comparison Plots for Generalized Linear Models
predict.glmRob

Predict Method for Robust Generalized Linear Model Fits
summary.lmRob

Summarizing Robust Linear Model Fits
glmRob.misclass.control

Control for Misclassification Robust GLM Estimator
splus.assign

Assign Translator
weight.funs.q

Weight Functions
.First.lib

First Run
glmRob.misclass

Consistent Misclassification Estimator
summary.lmfm

Summary Method for lmfm Objects
glmRob.object

Robust Generalized Linear Model Fit
summary.glmfm

Summary Method for glmfm Objects
coef.lmfm

Extract Model Coefficients
undocumented.lmRob

Undocumented lmRob Helper Functions