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robustbase (version 0.92-6)

Basic Robust Statistics

Description

"Essential" Robust Statistics. 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

96,278

Version

0.92-6

License

GPL (>= 2)

Maintainer

Martin Maechler

Last Published

May 31st, 2016

Functions in robustbase (0.92-6)

Alcohol Solubility in Water Data

Co-Median Location and Scatter "Covariance" Estimator

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

Fast Row or Column-wise Medians of a Matrix

Compute Classical Principal Components via SVD or Eigen

Coleman Data Set

Insect Damages on Carrots

chgDefaults-methods

Change Defaults (Parameters) of "Psi Function" Objects

Bianco-Yohai Estimator for Robust Logistic Regression

Cloud point of a Liquid

Campbell Bushfire Data

Robust Distance Plots

Example Data of Antille and May - for Simple Regression

Food Stamp Program Participation

Cushny and Peebles Prolongation of Sleep Data

Delivery Time Data

Education Expenditure Data

Compute M-estimators of regression

Tuning Parameters for lmrob() and Auxiliaries

Robust Regression Outlier Statistics

Pension Funds Data

NOx Air Pollution Data

Epilepsy Attacks Data Set

Extract 'Sigma' - Standard Deviation of Errors for Robust Models

Control Nonlinear Robust Regression Algorithms

Phosphorus Content Data

Pilot-Plant Data

Control Settings for covMcd and ltsReg

Extract the Estimation Method 'Estimethod' from a Fitted Model

Smooth Weighting Function - Generalized Biweight

Brain and Body Weights for 65 Species of Land Animals

Analysis of Robust Quasi-Deviance for "glmrob" Objects

Waterflow Measurements of Kootenay River in Libby and Newgate

Safe (generalized) Huber M-Estimator of Location

Robust LTS Regression Diagnostic Plots

Length of Stay Data

Plot Method for "lmrob" Objects

Daily Means of NOx (mono-nitrogen oxides) in air

Print Method for Objects of Class "lmrob"

Number of International Calls from Belgium

Lactic Acid Concentration Measurement Data

Biomass Tillage Data

Tolerance Ellipse Plot

Compute Design Adaptive Scale estimate

Least Trimmed Squares Robust (High Breakdown) Regression

Internal Functions of Package 'robustbase'

Psi / Chi / Wgt / Rho Functions for *M-Estimation

Simple Matrix Rank

Plot an Object of the "Psi Function" Class

residuals.glmrob

Residuals of Robust Generalized Linear Model Fits

Split Continuous and Categorical Predictors

Weighted Hi-Median

Robust Location-Free Scale Estimate More Efficient than MAD

Modified Data on Wood Specific Gravity

Plot an Adjusted Boxplot for Skew Distributions

Statistics for Skewness-adjusted Boxplots

Heart Catherization Data

Hawkins, Bradu, Kass's Artificial Data

Medcouple, a Robust Measure of Skewness

Daudin's Milk Composition Data

functionXal-class

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

functionX-class

Class "functionX" of Psi-like Vectorized Functions

glmrob..control

Controlling Robust GLM Fitting by Different Methods

Compute h, the subsample size for MCD and LTS

M-S regression estimators

Least Absolute Residuals / L1 Regression

Air Quality Data

Robust Distance based observation orderings based on robust "Six pack"

Robust Location-Free Scale Estimate More Efficient than MAD

Satellite Radar Image Data from near Munich

Summary Method for MCD objects

Summary Method for LTS objects

Constructor for Objects "Psi Function" Class

Siegel's Exact Fit Example Data

Robust Tau-Estimate of Scale

Hertzsprung-Russell Diagram Data of Star Cluster CYG OB1

summarizeRobWeights

Print a Nice "summary" of Robustness Weights

Toxicity of Carboxylic Acids Data

Vaso Constriction Skin Data Set

Extract Robustness and Model Weights

Wagner's Hannover Employment Growth Data