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robustbase (version 0.2-7)

Basic Robust Statistics

Description

"Essential" Robust Statistics. The goal is to provide tools allowing to analyze data with robust methods. This includes regression methodology including model selections and multivariate statistics where we strive to cover the book "Robust Statistics, Theory and Methods" by Maronna, Martin and Yohai; Wiley 2006.

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Version

Install

install.packages('robustbase')

Monthly Downloads

90,995

Version

0.2-7

License

GPL version 2 or later

Maintainer

Martin Maechler

Last Published

February 5th, 2026

Functions in robustbase (0.2-7)

NOxEmissions

NOx Air Pollution Data
internals

Internal Functions
lactic

Lactic Acid Concentration Measurement Data
epilepsy

Epilepsy Attacks Data Set
functionXal-class

Class "functionXal" of Functionals (of Psi-like functions)
aircraft

Aircraft Data
milk

Daudin's Milk Composition Data
nlrob

Robust Fitting of Nonlinear Regression Models
pension

Pension Funds Data
lmrob.Chi

Tukey's Bi-square Loss "Chi" Function
lmrob.MM

Function to compute MM-regression estimators
Sn

Robust Location-Free Scale Estimate More Efficient than MAD
print.lmrob

Print Method for Objects of Class "lmrob"
hbk

Hawkins, Bradu, Kass's Artificial Data
toxicity

Toxicity of Carboxylic Acids Data
telef

Number of International Calls from Belgium
summarizeRobWeights

Print a Nice "summary" of Robustness Weights
tolEllipsePlot

Tolerance Ellipse Plot
plot.mcd

Robust Distance Plots
delivery

Delivery Time Data
scaleTau2

Robust Tau-Estimate of Scale
Animals2

Brain and Body Weights for 65 Species of Land Animals
functionX-class

Class "functionX" of Psi-like Vectorized Functions
huberM

Safe (generalized) Huber M-Estimator of Location
lmrob.S

S-regression estimators
salinity

Salinity Data
education

Education Expenditure Data
starsCYG

Hertzsprung-Russell Diagram Data of Star Cluster CYG OB1
lmrob

MM-Estimators for Linear Regression
summary.mcd

Summary Method for MCD objects
summary.lts

Summary Method for LTS objects
vaso

Vaso Constriction Data Set
phosphor

Phosphorus Content Data
chgDefaults-methods

Methods for Function chgDefaults() in Package `robustbase'
Qn

Robust Location-Free Scale Estimate More Efficient than MAD
radarImage

Satellite Radar Image Data from near Munich
lmrob.fit.MM

MM-regression estimators
psi_func-class

Class of "Psi Functions" for M-Estimation
coleman

Coleman Data Set
heart

Heart Catherization Data
rrcov.control

Control object for the estimation parameters
summary.nlrob

Summarizing Robust Fits of Nonlinear Regression Models
lmrob.control

Tuning parameters for lmrob
summary.glmrob

Summarizing Robust Fits of Generalized Linear Models
glmrob

Robust Fitting of Generalized Linear Models
plot.lts

Robust Regression Diagnostic Plots
ltsReg

Least Trimmed Squares Robust (High Breakdown) Regression
alcohol

Alcohol Solubility in Water Data
psiFunc

Constructor for Objects "Psi Function" Class
anova.lmrob

Analysis of Robust Deviances ('anova') for "lmrob" Objects
covOGK

Orthogonalized Gnanadesikan-Kettenring (OGK) Covariance Matrix Estimation
anova.glmrob

Analysis of Robust Quasi-Deviance for "glmrob" Objects
wood

Modified Data on Wood Specific Gravity
lmrob.Psi

Tukey's Bi-square Score (Psi) Function and Derivative
cloud

Cloud point of a Liquid
carrots

Insect Damages on Carrots
airmay

Air Quality Data
glmrobMqle.control

Auxiliary for Controlling Robust GLM Fitting by the Method "Mqle"
pilot

Pilot-Plant Data
wgt.himedian

Weighted Hi-Median
SiegelsEx

Siegel's Exact Fit Example Data
bushfire

Campbell Bushfire Data
exAM

Example Data of Antille and May - for Simple Regression
plot.lmrob

Plot Method for "lmrob" Objects
possumDiv

Possum Diversity Data
covMcd

Robust Location and Scatter Estimation via MCD
summary.lmrob

Summary Method for "lmrob" Objects