Learn R Programming

⚠️There's a newer version (0.99-7) of this package.Take me there.

robustbase (version 0.91-1)

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.

Copy Link

Version

Install

install.packages('robustbase')

Monthly Downloads

108,266

Version

0.91-1

License

GPL (>= 2)

Maintainer

Martin Maechler

Last Published

May 1st, 2014

Functions in robustbase (0.91-1)

Bianco-Yohai Estimator for Robust Logistic Regression

Siegel's Exact Fit Example Data

M-S regression estimators

Length of Stay Data

Compute M-estimators of regression

Summarizing Robust Fits of Nonlinear Regression Models

Tolerance Ellipse Plot

Robust Location-Free Scale Estimate More Efficient than MAD

chgDefaults-methods

Change Defaults (Parameters) of "Psi Function" Objects

Cloud point of a Liquid

Education Expenditure Data

Robust Location-Free Scale Estimate More Efficient than MAD

Cushny and Peebles Prolongation of Sleep Data

Food Stamp Program Participation

MM-type Estimators for Linear Regression

glmrob..control

Controlling Robust GLM Fitting by Different Methods

Constructor for Objects "Psi Function" Class

Daudin's Milk Composition Data

functionX-class

Class "functionX" of Psi-like Vectorized Functions

Hertzsprung-Russell Diagram Data of Star Cluster CYG OB1

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

NOx Air Pollution Data

Safe (generalized) Huber M-Estimator of Location

Delivery Time Data

Tuning Parameters for lmrob() and Auxiliaries

Plot an Adjusted Boxplot for Skew Distributions

Pension Funds Data

Least Absolute Residuals / L1 Regression

Campbell Bushfire Data

functionXal-class

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

Control Nonlinear Robust Regression Algorithms

summarizeRobWeights

Print a Nice "summary" of Robustness Weights

Robust Distance Plots

Extract Robustness and Model Weights

Robust LTS Regression Diagnostic Plots

Epilepsy Attacks Data Set

nlrob-algorithms

MM-, Tau-, CM-, and MTL- Estimators for Nonlinear Robust Regression

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

Satellite Radar Image Data from near Munich

Weighted Hi-Median

Toxicity of Carboxylic Acids Data

Robust Fitting of Nonlinear Regression Models

Predict method for Robust Linear Model ("lmrob") Fits

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

Pilot-Plant Data

Insect Damages on Carrots

Example Data of Antille and May - for Simple Regression

Control Settings for covMcd and ltsReg

Modified Data on Wood Specific Gravity

Waterflow Measurements of Kootenay River in Libby and Newgate

S-regression estimators

Plot Method for "lmrob" Objects

MM-type estimator for regression

Least Trimmed Squares Robust (High Breakdown) Regression

Number of International Calls from Belgium

Split Continuous and Categorical Predictors

Vaso Constriction Skin Data Set

Possum Diversity Data

Predict Method for Robust GLM ("glmrob") Fits

Pulp Fiber and Paper Data

Summarizing Robust Fits of Generalized Linear Models

Class of "Psi Functions" for M-Estimation

Tukey's Bi-square Score (Psi) and "Chi" (Rho) Functions and Derivatives

Crohn's Disease Adverse Events Data

Alcohol Solubility in Water Data

Extract the Estimation Method 'Estimethod' from a Fitted Model

Internal Functions

Phosphorus Content Data

Extract Residual Standard Error 'Sigma'

Robust Tau-Estimate of Scale

Summary Method for LTS objects

adjOutlyingness

Compute Skewness-adjusted Multivariate Outlyingness

Compute h, the subsample size for MCD and LTS

Compute Design Adaptive Scale estimate

Brain and Body Weights for 65 Species of Land Animals

Statistics for Skewness-adjusted Boxplots

Plot an Object of the "Psi Function" Class

Analysis of Robust Quasi-Deviance for "glmrob" Objects

Orthogonalized Gnanadesikan-Kettenring (OGK) Covariance Matrix Estimation

residuals.glmrob

Residuals of Robust Generalized Linear Model Fits

Wagner's Hannover Employment Growth Data

Air Quality Data

Lactic Acid Concentration Measurement Data

Coleman Data Set

Hawkins, Bradu, Kass's Artificial Data

Medcouple, a Robust Measure of Skewness

Robust Fitting of Generalized Linear Models

Heart Catherization Data

Print Method for Objects of Class "lmrob"

Summary Method for "lmrob" Objects

Summary Method for MCD objects

Robust Location and Scatter Estimation via MCD