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rrcov (version 1.4-7)
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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Install
install.packages('rrcov')
Monthly Downloads
17,571
Version
1.4-7
License
GPL (>= 2)
Maintainer
Valentin Todorov
Last Published
November 15th, 2018
Functions in rrcov (1.4-7)
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CovClassic
Classical Estimates of Multivariate Location and Scatter
CovControl-class
Class "CovControl" is a VIRTUAL base control class
CovControlMcd-class
Class 'CovControlMcd' - contains control parameters for CovMcd
Cov-class
Class "Cov" -- a base class for estimates of multivariate location and scatter
CovClassic-class
Class "CovClassic" - classical estimates of multivariate location and scatter
CovControlSde-class
Class 'CovControlSde' - contains control parameters for "CovSde"
CovControlMrcd-class
Class 'CovControlMrcd' - contains control parameters for CovMrcd()
CovControlMMest-class
Class 'CovControlMMest' - contains control parameters for "CovMMest"
CovControlMrcd
Constructor function for objects of class "CovControlMrcd"
CovControlMMest
Constructor function for objects of class "CovControlMMest"
CovControlOgk-class
Class 'CovControlOgk' - contains control parameters for CovOgk
CovControlSest
Constructor function for objects of class "CovControlSest"
CovControlSest-class
Class 'CovControlSest' - contains control parameters for "CovSest"
CovControlOgk
Constructor function for objects of class "CovControlOgk"
CovControlMve-class
Class 'CovControlMve' - contains control parameters for CovMve
CovControlSde
Constructor function for objects of class "CovControlSde"
CovControlMve
Constructor function for objects of class "CovControlMve"
CovControlMcd
Constructor function for objects of class "CovControlMcd"
CovMMest-class
MM Estimates of Multivariate Location and Scatter
CovMrcd-class
MRCD Estimates of Multivariate Location and Scatter
CovMMest
MM Estimates of Multivariate Location and Scatter
CovControlMest
Constructor function for objects of class "CovControlMest"
CovControlMest-class
Class 'CovControlMest' - contains control parameters for "CovMest"
CovMrcd
Robust Location and Scatter Estimation via Minimum Regularized Covariance Determonant (MRCD)
CovMest
Constrained M-Estimates of Location and Scatter
CovMest-class
Constrained M-estimates of Multivariate Location and Scatter
CovSest-class
S Estimates of Multivariate Location and Scatter
CovOgk-class
OGK Estimates of Multivariate Location and Scatter
CovSest
S Estimates of Multivariate Location and Scatter
CovMcd-class
MCD Estimates of Multivariate Location and Scatter
CovMcd
Robust Location and Scatter Estimation via MCD
CovOgk
Robust Location and Scatter Estimation - Ortogonalized Gnanadesikan-Kettenring (OGK)
CovRobust-class
Class "CovRobust" - virtual base class for robust estimates of multivariate location and scatter
CovSde-class
Stahel-Donoho Estimates of Multivariate Location and Scatter
OsloTransect
Oslo Transect Data
CovSde
Stahel-Donoho Estimates of Multivariate Location and Scatter
Lda-class
Class "Lda" - virtual base class for all classic and robust LDA classes
CovRobust
Robust Location and Scatter Estimation
Pca-class
Class "Pca" - virtual base class for all classic and robust PCA classes
CovMve-class
MVE Estimates of Multivariate Location and Scatter
LdaPP
Robust Linear Discriminant Analysis by Projection Pursuit
LdaClassic-class
Class "LdaClassic" - Linear Discriminant Analysis
Linda-class
Class "Linda" - Robust method for LINear Discriminant Analysis
Linda
Robust Linear Discriminant Analysis
CovMve
Robust Location and Scatter Estimation via MVE
LdaClassic
Linear Discriminant Analysis
LdaRobust-class
Class "LdaRobust" is a virtual base class for all robust LDA classes
LdaPP-class
Class "LdaPP" - Robust method for Linear Discriminant Analysis by Projection-pursuit
PcaGrid-class
Class "PcaGrid" - Robust PCA using PP - GRID search Algorithm
PcaGrid
Robust Principal Components based on Projection Pursuit (PP): GRID search Algorithm
PcaLocantore-class
Class "PcaLocantore" Spherical Principal Components
PcaHubert-class
Class "PcaHubert" - ROBust method for Principal Components Analysis
PcaLocantore
Spherical Principal Components
T2.test
Robust Hotelling T2 test
PcaRobust-class
Class "PcaRobust" is a virtual base class for all robust PCA classes
PcaCov-class
Class "PcaCov" - Robust PCA based on a robust covariance matrix
Wilks.test
Classical and Robust One-way MANOVA: Wilks Lambda
PcaClassic-class
Class "PcaClassic" - Principal Components Analysis
PcaHubert
ROBPCA - ROBust method for Principal Components Analysis
PcaProj-class
Class "PcaProj" - Robust PCA using PP - Croux and Ruiz-Gazen (2005) algorithm
PcaClassic
Principal Components Analysis
QdaRobust-class
Class "QdaRobust" is a virtual base class for all robust QDA classes
PredictLda-class
Class "PredictLda" - prediction of "Lda" objects
QdaCov-class
Class "QdaCov" - Robust methods for Quadratic Discriminant Analysis
PcaCov
Robust PCA based on a robust covariance matrix
SummaryCov-class
Class "SummaryCov" - summary of "Cov" objects
lmom33
Hosking and Wallis Data Set, Table 3.3
getLoadings-methods
Accessor methods to the essential slots of Pca and its subclasses
salmon
Salmon data
hemophilia
Hemophilia Data
maryo
Marona and Yohai Artificial Data
QdaCov
Robust Quadratic Discriminant Analysis
QdaClassic-class
Class "QdaClassic" - Quadratic Discriminant Analysis
QdaClassic
Quadratic Discriminant Analysis
SummaryPca-class
Class "SummaryPca" - summary of "Pca" objects
PredictQda-class
Class "PredictQda" - prediction of "Qda" objects
pca.distances
Compute score and orthogonal distances for Principal Components (objects of class 'Pca')
bushmiss
Campbell Bushfire Data with added missing data items
Qda-class
Class "Qda" - virtual base class for all classic and robust QDA classes
covMest
Constrained M-Estimates of Location and Scatter
scorePlot-methods
Score plot for Principal Components (objects of class 'Pca')
octane
Octane data
PcaProj
Robust Principal Components based on Projection Pursuit (PP): Croux and Ruiz-Gazen (2005) algorithm
SummaryCovRobust-class
Class "SummaryCovRobust" - summary of "CovRobust" objects
SummaryQda-class
Class "SummaryQda" - summary of "Qda" objects
olitos
Olive Oil Data
biplot-methods
Biplot for Principal Components (objects of class 'Pca')
bus
Automatic vehicle recognition data
fish
Fish Catch Data Set
isSingular-methods
Check if a covariance matrix (object of class 'Cov') is singular
SummaryLda-class
Class "SummaryLda" - summary of "Lda" objects
lmom32
Hosking and Wallis Data Set, Table 3.2
getCenter-methods
Accessor methods to the essential slots of Cov and its subclasses
plot-methods
Methods for Function 'plot' in Package 'rrcov'
pca.scoreplot
Score plot for Principal Components (objects of class 'Pca')
pottery
Archaic Greek Pottery data
un86
United Nations Data - 1986
diabetes
Diabetes data
wages
Wages and Hours
restimate-methods
Methods for Function estimate in Package 'rrcov'
rice
Rice taste data
rrcov-utils
Different utility functions to be used in rrcov and packages depending on rrcov
Appalachia
Annual maximum streamflow in central Appalachia
Cascades
Annual precipitation totals for the North Cascades region