Learn R Programming

⚠️There's a newer version (0.99-4) of this package. Take me there.

robustbase (version 0.99-0)

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.

Copy Link

Version

Install

install.packages('robustbase')

Monthly Downloads

74,588

Version

0.99-0

License

GPL (>= 2)

Maintainer

Martin Maechler

Last Published

June 16th, 2023

Functions in robustbase (0.99-0)

Statistics for Skewness-adjusted Boxplots

Robust Location-Free Scale Estimate More Efficient than MAD

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

Coleman Data Set

Extract the Estimation Method 'Estimethod' from a Fitted Model

Insect Damages on Carrots

Robust Distance Plots

Tuning Parameters for lmrob() and Auxiliaries

Compute Classical Principal Components via SVD or Eigen

chgDefaults-methods

Change Defaults (Parameters) of "Psi Function" Objects

Analysis of Robust Quasi-Deviance for "glmrob" Objects

S-regression estimators

Food Stamp Program Participation

Biomass Tillage Data

Waterflow Measurements of Kootenay River in Libby and Newgate

Huberization -- Bringing Outliers In

Air Quality Data

Alcohol Solubility in Water Data

Example Data of Antille and May - for Simple Regression

Campbell Bushfire Data

Co-Median Location and Scatter "Covariance" Estimator

Orthogonalized Gnanadesikan-Kettenring (OGK) Covariance Matrix Estimation

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

Phosphorus Content Data

Daudin's Milk Composition Data

Education Expenditure Data

Epilepsy Attacks Data Set

Remove Columns (or Rows) From a Matrix to Make It Full Rank

Robust Fitting of Generalized Linear Models

Pilot-Plant Data

Cloud point of a Liquid

glmrob..control

Controlling Robust GLM Fitting by Different Methods

functionX-class

Class "functionX" of Psi-like Vectorized Functions

Lactic Acid Concentration Measurement Data

Fast Row or Column-wise Medians of a Matrix

Pulp Fiber and Paper Data

MM-type estimator for regression

Class of "Psi Functions" for M-Estimation

Left and Right Medcouple, Robust Measures of Tail Weight

Simple Matrix Rank

Heart Catherization Data

Least Absolute Residuals / L1 Regression

Length of Stay Data

Safe (generalized) Huber M-Estimator of Location

Plot an Object of the "Psi Function" Class

Robust Location and Scatter Estimation via MCD

nlrob-algorithms

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

Hawkins, Bradu, Kass's Artificial Data

Compute h, the subsample size for MCD and LTS

Cushny and Peebles Prolongation of Sleep Data

functionXal-class

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

Plot Method for "lmrob" Objects

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

Robust LTS Regression Diagnostic Plots

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

Satellite Radar Image Data from near Munich

M-S regression estimators

Extreme Data examples

Steam Usage Data (Excerpt)

summarizeRobWeights

Print a Nice "summary" of Robustness Weights

Smooth Weighting Function - Generalized Biweight

residuals.glmrob

Residuals of Robust Generalized Linear Model Fits

Delivery Time Data

Summarizing Robust Fits of Nonlinear Regression Models

Number of International Calls from Belgium

Compute Design Adaptive Scale estimate

MM-type Estimators for Linear Regression

Summarizing Robust Fits of Generalized Linear Models

Least Trimmed Squares Robust (High Breakdown) Regression

Compute M-estimators of regression

Robust Fitting of Nonlinear Regression Models

Summary Method for "lmrob" Objects

Wagner's Hannover Employment Growth Data

Robust Regression Outlier Statistics

Medcouple, a Robust Measure of Skewness

Extract Robustness and Model Weights

Find Tuning Constant(s) for "lqq" and "ggw" Psi Functions

Pension Funds Data

Constructor for Objects "Psi Function" Class

Control Nonlinear Robust Regression Algorithms

Possum Diversity Data

Predict Method for Robust GLM ("glmrob") Fits

Split Continuous and Categorical Predictors

Robust Tau-Estimate of Scale

Hertzsprung-Russell Diagram Data of Star Cluster CYG OB1

Tolerance Ellipse Plot

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

Print Method for Objects of Class "lmrob"

Toxicity of Carboxylic Acids Data

Control Settings for covMcd and ltsReg

robustbase-internals

Internal Functions of Package 'robustbase'

Vaso Constriction Skin Data Set

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

Summary Method for LTS objects

Summary Method for MCD objects

Weighted Hi-Median

Modified Data on Wood Specific Gravity

Brain and Body Weights for 65 Species of Land Animals

Siegel's Exact Fit Example Data

adjOutlyingness

Compute (Skewness-adjusted) Multivariate Outlyingness

NOx Air Pollution Data

Bianco-Yohai Estimator for Robust Logistic Regression

Robust Location-Free Scale Estimate More Efficient than MAD

Plot an Adjusted Boxplot for Skew Distributions

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

Crohn's Disease Adverse Events Data