Learn R Programming

⚠️There's a newer version (0.99-4-1) of this package.Take me there.

robustbase (version 0.93-6)

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.

Copy Link

Version

Install

install.packages('robustbase')

Monthly Downloads

89,738

Version

0.93-6

License

GPL (>= 2)

Maintainer

Martin Maechler

Last Published

March 23rd, 2020

Functions in robustbase (0.93-6)

Robust Location-Free Scale Estimate More Efficient than MAD

Brain and Body Weights for 65 Species of Land Animals

Bianco-Yohai Estimator for Robust Logistic Regression

Crohn's Disease Adverse Events Data

NOx Air Pollution Data

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

adjOutlyingness

Compute (Skewness-adjusted) Multivariate Outlyingness

Co-Median Location and Scatter "Covariance" Estimator

Alcohol Solubility in Water Data

Siegel's Exact Fit Example Data

Plot an Adjusted Boxplot for Skew Distributions

Air Quality Data

Campbell Bushfire Data

Robust Location-Free Scale Estimate More Efficient than MAD

Biomass Tillage Data

Statistics for Skewness-adjusted Boxplots

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

chgDefaults-methods

Change Defaults (Parameters) of "Psi Function" Objects

functionX-class

Class "functionX" of Psi-like Vectorized Functions

Compute Classical Principal Components via SVD or Eigen

Robust Distance Plots

Extract the Estimation Method 'Estimethod' from a Fitted Model

Orthogonalized Gnanadesikan-Kettenring (OGK) Covariance Matrix Estimation

Cushny and Peebles Prolongation of Sleep Data

Insect Damages on Carrots

Delivery Time Data

Robust Location and Scatter Estimation via MCD

functionXal-class

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

Hawkins, Bradu, Kass's Artificial Data

Medcouple, a Robust Measure of Skewness

Compute h, the subsample size for MCD and LTS

Heart Catherization Data

Waterflow Measurements of Kootenay River in Libby and Newgate

Example Data of Antille and May - for Simple Regression

Lactic Acid Concentration Measurement Data

Safe (generalized) Huber M-Estimator of Location

Least Trimmed Squares Robust (High Breakdown) Regression

MM-type estimator for regression

Length of Stay Data

nlrob-algorithms

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

Coleman Data Set

Constructor for Objects "Psi Function" Class

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

Analysis of Robust Quasi-Deviance for "glmrob" Objects

Class of "Psi Functions" for M-Estimation

Cloud point of a Liquid

Education Expenditure Data

Epilepsy Attacks Data Set

Robust LTS Regression Diagnostic Plots

Split Continuous and Categorical Predictors

Internal Functions of Package 'robustbase'

Daudin's Milk Composition Data

Compute Design Adaptive Scale estimate

Compute M-estimators of regression

Least Absolute Residuals / L1 Regression

Pension Funds Data

Pulp Fiber and Paper Data

Robust Fitting of Generalized Linear Models

Fast Row or Column-wise Medians of a Matrix

Hertzsprung-Russell Diagram Data of Star Cluster CYG OB1

Tolerance Ellipse Plot

Robust Regression Outlier Statistics

glmrob..control

Controlling Robust GLM Fitting by Different Methods

Extract Robustness and Model Weights

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

Food Stamp Program Participation

Plot an Object of the "Psi Function" Class

Print Method for Objects of Class "lmrob"

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

M-S regression estimators

Wagner's Hannover Employment Growth Data

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

S-regression estimators

Tuning Parameters for lmrob() and Auxiliaries

Summary Method for "lmrob" Objects

Smooth Weighting Function - Generalized Biweight

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

MM-type Estimators for Linear Regression

Pilot-Plant Data

Control Nonlinear Robust Regression Algorithms

Summarizing Robust Fits of Generalized Linear Models

Robust Fitting of Nonlinear Regression Models

Robust Tau-Estimate of Scale

Phosphorus Content Data

residuals.glmrob

Residuals of Robust Generalized Linear Model Fits

Predict Method for Robust GLM ("glmrob") Fits

Toxicity of Carboxylic Acids Data

Summarizing Robust Fits of Nonlinear Regression Models

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

Satellite Radar Image Data from near Munich

Simple Matrix Rank

Possum Diversity Data

Plot Method for "lmrob" Objects

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

Steam Usage Data (Excerpt)

Control Settings for covMcd and ltsReg

Vaso Constriction Skin Data Set

Weighted Hi-Median

summarizeRobWeights

Print a Nice "summary" of Robustness Weights

Modified Data on Wood Specific Gravity

Number of International Calls from Belgium

Summary Method for MCD objects

Summary Method for LTS objects