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robustbase (version 0.92-7)

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

73,435

Version

0.92-7

License

GPL (>= 2)

Maintainer

Martin Maechler

Last Published

December 9th, 2016

Functions in robustbase (0.92-7)

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

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

Analysis of Robust Quasi-Deviance for "glmrob" Objects

Biomass Tillage Data

Statistics for Skewness-adjusted Boxplots

Air Quality Data

Alcohol Solubility in Water Data

Brain and Body Weights for 65 Species of Land Animals

Plot an Adjusted Boxplot for Skew Distributions

Compute Classical Principal Components via SVD or Eigen

Coleman Data Set

Fast Row or Column-wise Medians of a Matrix

Campbell Bushfire Data

chgDefaults-methods

Change Defaults (Parameters) of "Psi Function" Objects

Insect Damages on Carrots

Co-Median Location and Scatter "Covariance" Estimator

Bianco-Yohai Estimator for Robust Logistic Regression

Cloud point of a Liquid

Example Data of Antille and May - for Simple Regression

Crohn's Disease Adverse Events Data

Education Expenditure Data

Delivery Time Data

Orthogonalized Gnanadesikan-Kettenring (OGK) Covariance Matrix Estimation

Epilepsy Attacks Data Set

Food Stamp Program Participation

Cushny and Peebles Prolongation of Sleep Data

Extract the Estimation Method 'Estimethod' from a Fitted Model

Robust Distance Plots

Safe (generalized) Huber M-Estimator of Location

Heart Catherization Data

Compute h, the subsample size for MCD and LTS

functionXal-class

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

functionX-class

Class "functionX" of Psi-like Vectorized Functions

Lactic Acid Concentration Measurement Data

Waterflow Measurements of Kootenay River in Libby and Newgate

Robust Fitting of Generalized Linear Models

glmrob..control

Controlling Robust GLM Fitting by Different Methods

Hawkins, Bradu, Kass's Artificial Data

MM-type estimator for regression

Compute Design Adaptive Scale estimate

Tuning Parameters for lmrob() and Auxiliaries

M-S regression estimators

Compute M-estimators of regression

MM-type Estimators for Linear Regression

S-regression estimators

Least Absolute Residuals / L1 Regression

Robust LTS Regression Diagnostic Plots

Length of Stay Data

NOx Air Pollution Data

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

Pension Funds Data

Robust Regression Outlier Statistics

Least Trimmed Squares Robust (High Breakdown) Regression

Robust Fitting of Nonlinear Regression Models

Daudin's Milk Composition Data

Medcouple, a Robust Measure of Skewness

Control Nonlinear Robust Regression Algorithms

nlrob-algorithms

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

Internal Functions of Package 'robustbase'

Plot an Object of the "Psi Function" Class

Control Settings for covMcd and ltsReg

Class of "Psi Functions" for M-Estimation

Print Method for Objects of Class "lmrob"

Constructor for Objects "Psi Function" Class

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

Robust Tau-Estimate of Scale

Siegel's Exact Fit Example Data

Vaso Constriction Skin Data Set

Wagner's Hannover Employment Growth Data

Predict Method for Robust GLM ("glmrob") Fits

Modified Data on Wood Specific Gravity

Satellite Radar Image Data from near Munich

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

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

Phosphorus Content Data

Pilot-Plant Data

Robust Location-Free Scale Estimate More Efficient than MAD

Split Continuous and Categorical Predictors

Extract Robustness and Model Weights

Pulp Fiber and Paper Data

Weighted Hi-Median

summarizeRobWeights

Print a Nice "summary" of Robustness Weights

Hertzsprung-Russell Diagram Data of Star Cluster CYG OB1

Robust Location-Free Scale Estimate More Efficient than MAD

Tolerance Ellipse Plot

Toxicity of Carboxylic Acids Data

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

Smooth Weighting Function - Generalized Biweight

Summarizing Robust Fits of Nonlinear Regression Models

Plot Method for "lmrob" Objects

Number of International Calls from Belgium

Simple Matrix Rank

Possum Diversity Data

Summarizing Robust Fits of Generalized Linear Models

residuals.glmrob

Residuals of Robust Generalized Linear Model Fits

Summary Method for "lmrob" Objects

Summary Method for LTS objects

Summary Method for MCD objects