robustbase v0.93-6

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Basic Robust Statistics

"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.

Functions in robustbase

Name Description
Sn Robust Location-Free Scale Estimate More Efficient than MAD
Animals2 Brain and Body Weights for 65 Species of Land Animals
BYlogreg Bianco-Yohai Estimator for Robust Logistic Regression
CrohnD Crohn's Disease Adverse Events Data
NOxEmissions NOx Air Pollution Data
Mpsi Psi / Chi / Wgt / Rho Functions for *M-Estimation
adjOutlyingness Compute (Skewness-adjusted) Multivariate Outlyingness
covComed Co-Median Location and Scatter "Covariance" Estimator
alcohol Alcohol Solubility in Water Data
SiegelsEx Siegel's Exact Fit Example Data
adjbox Plot an Adjusted Boxplot for Skew Distributions
airmay Air Quality Data
bushfire Campbell Bushfire Data
Qn Robust Location-Free Scale Estimate More Efficient than MAD
biomassTill Biomass Tillage Data
aircraft Aircraft Data
adjboxStats Statistics for Skewness-adjusted Boxplots
anova.lmrob 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
classPC Compute Classical Principal Components via SVD or Eigen
plot.mcd Robust Distance Plots
estimethod Extract the Estimation Method 'Estimethod' from a Fitted Model
covOGK Orthogonalized Gnanadesikan-Kettenring (OGK) Covariance Matrix Estimation
cushny Cushny and Peebles Prolongation of Sleep Data
carrots Insect Damages on Carrots
delivery Delivery Time Data
covMcd Robust Location and Scatter Estimation via MCD
functionXal-class Class "functionXal" of Functionals (of Psi-like functions)
hbk Hawkins, Bradu, Kass's Artificial Data
mc Medcouple, a Robust Measure of Skewness
h.alpha.n Compute h, the subsample size for MCD and LTS
heart Heart Catherization Data
kootenay Waterflow Measurements of Kootenay River in Libby and Newgate
exAM Example Data of Antille and May - for Simple Regression
lactic Lactic Acid Concentration Measurement Data
huberM Safe (generalized) Huber M-Estimator of Location
ltsReg Least Trimmed Squares Robust (High Breakdown) Regression
lmrob.fit MM-type estimator for regression
los Length of Stay Data
nlrob-algorithms MM-, Tau-, CM-, and MTL- Estimators for Nonlinear Robust Regression
coleman Coleman Data Set
condroz Condroz Data
psiFunc Constructor for Objects "Psi Function" Class
ambientNOxCH Daily Means of NOx (mono-nitrogen oxides) in air
anova.glmrob Analysis of Robust Quasi-Deviance for "glmrob" Objects
psi_func-class Class of "Psi Functions" for M-Estimation
cloud Cloud point of a Liquid
education Education Expenditure Data
epilepsy Epilepsy Attacks Data Set
plot.lts Robust LTS Regression Diagnostic Plots
splitFrame Split Continuous and Categorical Predictors
internals Internal Functions of Package 'robustbase'
milk Daudin's Milk Composition Data
lmrob..D..fit Compute Design Adaptive Scale estimate
lmrob..M..fit Compute M-estimators of regression
lmrob.lar Least Absolute Residuals / L1 Regression
pension Pension Funds Data
pulpfiber Pulp Fiber and Paper Data
glmrob Robust Fitting of Generalized Linear Models
colMedians Fast Row or Column-wise Medians of a Matrix
starsCYG Hertzsprung-Russell Diagram Data of Star Cluster CYG OB1
tolEllipsePlot Tolerance Ellipse Plot
outlierStats Robust Regression Outlier Statistics
glmrob..control Controlling Robust GLM Fitting by Different Methods
weights.lmrob Extract Robustness and Model Weights
fullRank Remove Columns (or Rows) From a Matrix to Make It Full Rank
foodstamp Food Stamp Program Participation
plot-methods Plot an Object of the "Psi Function" Class
print.lmrob Print Method for Objects of Class "lmrob"
psi.findc Find Tuning Constant(s) for "lqq" and "ggw" Psi Functions
lmrob.M.S M-S regression estimators
wagnerGrowth Wagner's Hannover Employment Growth Data
salinity Salinity Data
sigma Extract 'Sigma' - Standard Deviation of Errors for Robust Models
lmrob.S S-regression estimators
lmrob.control Tuning Parameters for lmrob() and Auxiliaries
summary.lmrob Summary Method for "lmrob" Objects
smoothWgt Smooth Weighting Function - Generalized Biweight
r6pack Robust Distance based observation orderings based on robust "Six pack"
lmrob MM-type Estimators for Linear Regression
pilot Pilot-Plant Data
nlrob.control Control Nonlinear Robust Regression Algorithms
summary.glmrob Summarizing Robust Fits of Generalized Linear Models
nlrob Robust Fitting of Nonlinear Regression Models
scaleTau2 Robust Tau-Estimate of Scale
phosphor Phosphorus Content Data
residuals.glmrob Residuals of Robust Generalized Linear Model Fits
predict.glmrob Predict Method for Robust GLM ("glmrob") Fits
toxicity Toxicity of Carboxylic Acids Data
summary.nlrob Summarizing Robust Fits of Nonlinear Regression Models
predict.lmrob Predict method for Robust Linear Model ("lmrob") Fits
radarImage Satellite Radar Image Data from near Munich
rankMM Simple Matrix Rank
possumDiv Possum Diversity Data
plot.lmrob Plot Method for "lmrob" Objects
tukeyPsi1 Tukey's Bi-square Score (Psi) and "Chi" (Rho) Functions and Derivatives
steamUse Steam Usage Data (Excerpt)
rrcov.control Control Settings for covMcd and ltsReg
vaso Vaso Constriction Skin Data Set
wgt.himedian Weighted Hi-Median
summarizeRobWeights Print a Nice "summary" of Robustness Weights
wood Modified Data on Wood Specific Gravity
telef Number of International Calls from Belgium
summary.mcd Summary Method for MCD objects
summary.lts Summary Method for LTS objects
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Vignettes of robustbase

Name
fastMcd-kmini.Rnw
lmrob_simulation.Rnw
plot-fig-AdB2-1.pdf
plot-fig-Mscale-all.pdf
plot-fig-Mscale.pdf
plot-fig-cpr.pdf
plot-fig-efficiency-all.pdf
plot-fig-efficiency.pdf
plot-fig-emp-level.pdf
plot-fig-example-design.pdf
plot-fig-lqq-level.pdf
plot-fig-max-asymptotic-bias.pdf
plot-fig-meanscale.pdf
plot-fig-power-1-0_2.pdf
plot-fig-power-1-0_4.pdf
plot-fig-power-1-0_6.pdf
plot-fig-power-1-0_8.pdf
plot-fig-power-1-1.pdf
plot-fig-pred-points.pdf
plot-fig-psi-functions.pdf
plot-fig-qscale-all.pdf
plot-fig-qscale.pdf
plot-fig-sdAdB2-1.pdf
plot-fig-sdscale-1.pdf
plot-fig-sdscale-all.pdf
psi_functions.Rnw
robustbase.bib
No Results!

Last month downloads

Details

VersionNote Released 0.93-5 on 2019-05-09 on CRAN
Date 2020-03-21
URL http://robustbase.r-forge.r-project.org/
SuggestsNote mostly only because of vignette graphics and simulation
ByteCompile yes
LazyData yes
NeedsCompilation yes
License GPL (>= 2)
Packaged 2020-03-21 12:57:15 UTC; maechler
Repository CRAN
Date/Publication 2020-03-23 17:40:02 UTC

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