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rrcov (version 1.4-4)

Scalable Robust Estimators with High Breakdown Point

Description

Robust Location and Scatter Estimation and Robust Multivariate Analysis with High Breakdown Point.

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Version

Install

install.packages('rrcov')

Monthly Downloads

21,781

Version

1.4-4

License

GPL (>= 2)

Maintainer

Valentin Todorov

Last Published

May 24th, 2018

Functions in rrcov (1.4-4)

CovControlMve-class

Class 'CovControlMve' - contains control parameters for CovMve
CovControlSde

Constructor function for objects of class "CovControlSde"
CovMest-class

Constrained M-estimates of Multivariate Location and Scatter
fish

Fish Catch Data Set
QdaCov

Robust Quadratic Discriminant Analysis
CovSde

Stahel-Donoho Estimates of Multivariate Location and Scatter
PcaProj-class

Class "PcaProj" - Robust PCA using PP - Croux and Ruiz-Gazen (2005) algorithm
OsloTransect

Oslo Transect Data
CovSde-class

Stahel-Donoho Estimates of Multivariate Location and Scatter
CovOgk-class

OGK Estimates of Multivariate Location and Scatter
Pca-class

Class "Pca" - virtual base class for all classic and robust PCA classes
QdaCov-class

Class "QdaCov" - Robust methods for Quadratic Discriminant Analysis
maryo

Marona and Yohai Artificial Data
CovOgk

Robust Location and Scatter Estimation - Ortogonalized Gnanadesikan-Kettenring (OGK)
restimate-methods

Methods for Function estimate in Package 'rrcov'
PcaProj

Robust Principal Components based on Projection Pursuit (PP): Croux and Ruiz-Gazen (2005) algorithm
CovRobust

Robust Location and Scatter Estimation
CovRobust-class

Class "CovRobust" - virtual base class for robust estimates of multivariate location and scatter
pca.distances

Compute score and orthogonal distances for Principal Components (objects of class 'Pca')
CovMcd-class

MCD Estimates of Multivariate Location and Scatter
CovMest

Constrained M-Estimates of Location and Scatter
CovMMest-class

MM Estimates of Multivariate Location and Scatter
Lda-class

Class "Lda" - virtual base class for all classic and robust LDA classes
CovMMest

MM Estimates of Multivariate Location and Scatter
CovMcd

Robust Location and Scatter Estimation via MCD
CovControlMve

Constructor function for objects of class "CovControlMve"
CovMve

Robust Location and Scatter Estimation via MVE
LdaClassic

Linear Discriminant Analysis
PcaClassic-class

Class "PcaClassic" - Principal Components Analysis
LdaPP-class

Class "LdaPP" - Robust method for Linear Discriminant Analysis by Projection-pursuit
PcaCov

Robust PCA based on a robust covariance matrix
PcaCov-class

Class "PcaCov" - Robust PCA based on a robust covariance matrix
LdaClassic-class

Class "LdaClassic" - Linear Discriminant Analysis
PcaHubert-class

Class "PcaHubert" - ROBust method for Principal Components Analysis
PcaHubert

ROBPCA - ROBust method for Principal Components Analysis
LdaPP

Robust Linear Discriminant Analysis by Projection Pursuit
PcaClassic

Principal Components Analysis
LdaRobust-class

Class "LdaRobust" is a virtual base class for all robust LDA classes
QdaClassic-class

Class "QdaClassic" - Quadratic Discriminant Analysis
QdaClassic

Quadratic Discriminant Analysis
PcaRobust-class

Class "PcaRobust" is a virtual base class for all robust PCA classes
pottery

Archaic Greek Pottery data
rice

Rice taste data
PcaLocantore-class

Class "PcaLocantore" Spherical Principal Components
CovSest-class

S Estimates of Multivariate Location and Scatter
CovSest

S Estimates of Multivariate Location and Scatter
Linda-class

Class "Linda" - Robust method for LINear Discriminant Analysis
Linda

Robust Linear Discriminant Analysis
PcaLocantore

Spherical Principal Components
PcaGrid-class

Class "PcaGrid" - Robust PCA using PP - GRID search Algorithm
PredictLda-class

Class "PredictLda" - prediction of "Lda" objects
PredictQda-class

Class "PredictQda" - prediction of "Qda" objects
QdaRobust-class

Class "QdaRobust" is a virtual base class for all robust QDA classes
Qda-class

Class "Qda" - virtual base class for all classic and robust QDA classes
PcaGrid

Robust Principal Components based on Projection Pursuit (PP): GRID search Algorithm
SummaryPca-class

Class "SummaryPca" - summary of "Pca" objects
SummaryQda-class

Class "SummaryQda" - summary of "Qda" objects
SummaryCov-class

Class "SummaryCov" - summary of "Cov" objects
lmom33

Hosking and Wallis Data Set, Table 3.3
Wilks.test

Classical and Robust One-way MANOVA: Wilks Lambda
lmom32

Hosking and Wallis Data Set, Table 3.2
T2.test

Robust Hotelling T2 test
SummaryCovRobust-class

Class "SummaryCovRobust" - summary of "CovRobust" objects
hemophilia

Hemophilia Data
isSingular-methods

Check if a covariance matrix (object of class 'Cov') is singular
biplot-methods

Biplot for Principal Components (objects of class 'Pca')
wages

Wages and Hours
SummaryLda-class

Class "SummaryLda" - summary of "Lda" objects
pca.scoreplot

Score plot for Principal Components (objects of class 'Pca')
bus

Automatic vehicle recognition data
bushmiss

Campbell Bushfire Data with added missing data items
plot-methods

Methods for Function 'plot' in Package 'rrcov'
rrcov-utils

Different utility functions to be used in rrcov and packages depending on rrcov
covMest

Constrained M-Estimates of Location and Scatter
getLoadings-methods

Accessor methods to the essential slots of Pca and its subclasses
getCenter-methods

Accessor methods to the essential slots of Cov and its subclasses
scorePlot-methods

Score plot for Principal Components (objects of class 'Pca')
salmon

Salmon data
un86

United Nations Data - 1986
CovControl-class

Class "CovControl" is a VIRTUAL base control class
CovControlMMest-class

Class 'CovControlMMest' - contains control parameters for "CovMMest"
CovControlMcd-class

Class 'CovControlMcd' - contains control parameters for CovMcd
Appalachia

Annual maximum streamflow in central Appalachia
CovControlMMest

Constructor function for objects of class "CovControlMMest"
Cov-class

Class "Cov" -- a base class for estimates of multivariate location and scatter
Cascades

Annual precipitation totals for the North Cascades region
CovClassic

Classical Estimates of Multivariate Location and Scatter
CovClassic-class

Class "CovClassic" - classical estimates of multivariate location and scatter
CovControlMcd

Constructor function for objects of class "CovControlMcd"
CovControlMest-class

Class 'CovControlMest' - contains control parameters for "CovMest"
CovControlMest

Constructor function for objects of class "CovControlMest"
CovControlSde-class

Class 'CovControlSde' - contains control parameters for "CovSde"
CovControlOgk-class

Class 'CovControlOgk' - contains control parameters for CovOgk
CovControlOgk

Constructor function for objects of class "CovControlOgk"
CovMve-class

MVE Estimates of Multivariate Location and Scatter
CovControlSest

Constructor function for objects of class "CovControlSest"
CovControlSest-class

Class 'CovControlSest' - contains control parameters for "CovSest"