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robust (version 0.3-0)

Insightful Robust Library

Description

A package of robust methods.

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Version

Install

install.packages('robust')

Monthly Downloads

4,725

Version

0.3-0

License

GPL

Maintainer

Kjell Konis

Last Published

August 18th, 2024

Functions in robust (0.3-0)

covRob.control

Control Parameters for Robust Covariance Estimation
anova.glmRob

ANOVA for Robust Generalized Linear Model Fits
glmRob.cubif

CUBIF GLM Fitter
covRob

Robust Covariance/Correlation Matrix Estimation
glmRob.cubif.control

Control Parameters for the Bounded Influence Robust GLM Estimator
coef.lmfm

Extract Model Coefficients
covfmSqrtMDPlot

Square Root of Mahalanobis Distance Plot
glmRob.cubif.Ini

CUBIF Initialization
lmfmResVsFittedPlot

Residuals versus Fitted Values Plot
covfmDistance2Plot

Distance - Distance Plot
lmRob.control

Control Parameters for Robust Linear Regression
fit.models

Model Comparison
fastmcd

Fast MCD Estimation
summary.lmfm

Summary Method for lmfm Objects
lmfmSRvsRDPlot

Standardized Residuals versus Robust Distances Plot
add1.lmRob

Add Terms to a Robust Linear Model Object
predict.glmRob

Predict Method for Robust Generalized Linear Model Fits
predict.lmRob

Use predict() on an lmRob Object
stop.on.bdObject

Stop on Big Data Object
update.lmRob

Update an lmRob Model Object
leuk.dat

Leuk Data
arg.names

Argument Names
step.lmRob

Build a Model in a Stepwise Fashion
coef.glmfm

Extract Model Coefficients
donostah

Donoho-Stahel Covariance Estimation
lmfmSqrtResVsFittedPlot

Squared Root of Residuals versus Fitted Values Plot
lmRob.fit.compute

Fit a Robust Linear Model
covfmScreePlot

Screeplot
lmfmStdResPlot

Standardized Residual Plot
print.summary.lmfm

Print Method for summary.lmfm Objects
cov

Classical Covariance Estimation
lmfmOverlaidQQPlot

Overlaid QQ Plot
undocumented.lmRob

Undocumented lmRob Helper Functions
gen.data

Generate Data With Contamination
print.glmfm

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

S Logistic Misclassification Fitter
lmfmResQQPlot

Residual QQ-Plots with Confidence Envelope
summary.covfm

Summary Method
summary.glmfm

Summary Method for glmfm Objects
splus.assign

Assign Translator
lmfm2DRegPlot

Data with Fit
lmfmOverlaidResDenPlot

Overlaid Residual Density Plot
covfmEllipsesPlot

Ellipses Plot
methods.lmRob

Methods for lmRob Generic Functions
glmRob.mallows

Mallows Type Estimator
glmRob

Fit a Robust Generalized Linear Model
glmRob.control

glmRob Control Parameters
lmRob.object

Robust Linear Model Objects
plot.glmRob

Diagnostic Regression Plots
.First.lib

First Run
methods.glmRob

Methods for glmRob Generic Functions
lmfmRespVsFittedPlot

Response versus Fitted Values Plot
key

Plot Key
glmRob.mallows.control

Control for Mallows-type Robust GLM Estimator
glmRob.misclass.control

Control for Misclassification Robust GLM Estimator
lmRob.RFPE

Robust Final Prediction Errors
qqplot.glmRob

Theoretical Quantiles
plot.lmRob

Diagnostic Regression Plots
lmRob

High Breakdown and High Efficiency Robust Linear Regression
rockem

Contrained M-estimation
anova.lmRob

ANOVA for Robust Linear Model Fits
glmRob.misclass.w

Misclass Weights
plot.glmfm

Comparison Plots for Generalized Linear Models
drop1.lmRob

Compute an Anova Object by Dropping Terms
glmRob.cubif.null

CUBIF Null Deviance
glmRob.Initial.LMS

Initial LMS Coefficient Estimates for CUBIF Method
glmRob.misclass

Consistent Misclassification Estimator
stack.dat

Brownlee's Stack-Loss Data
panel.addons

Add Extras to fit.models Plots
plot.lmfm

Comparison Plots for Linear Regression Models
lmfmResKernDenPlot

Residual Kernel Density Plot
glmRob.object

Robust Generalized Linear Model Fit
lmRob.effvy

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

Plot Method
weight.funs.q

Weight Functions
test.lmRob

Various Tests of Robust Regression Estimates
print.covfm

Print Method
print.summary.lmRob

Print Method for summary.lmRob Objects
print.summary.glmfm

Print Method for summary.glmfm Objects
summary.lmRob

Summarizing Robust Linear Model Fits
print.lmRob

Print Method for lmRob Objects
rb

Robust Bootstrap Standard Errors
print.glmRob

Print Method for glmRob Objects
wt.carroll

Weight Functions
print.summary.glmRob

Print Method for summary.glmRob Objects
undocumented.glmRob

Undocumented glmRob Helper Functions
breslow.dat

Breslow Data
mallows.dat

Mallows Data
lmRob.ucovcoef

Unscaled Covariance Matrix of Coefficient Estimates
lmRob.ga

Estimation of S-Estimates with Genetic Algorithm
get.fit.models.database

Model Comparison Database
fastcov

Orthogonalised Pariwise Covariance Estimation
print.lmfm

Print Method for lmfm Objects
print.summary.covfm

Print Method
woodmod.dat

Modified Wood Data
summary.glmRob

Summarizing Robust Generalized Linear Model Fits