rrcovHD: Robust Multivariate Methods for High Dimensional Data

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Robust multivariate methods for high dimensional data including outlier detection, PCA, PLS and classification.

Author
Valentin Todorov <valentin.todorov@chello.at>
Date of publication
2016-11-11 12:09:33
Maintainer
Valentin Todorov <valentin.todorov@chello.at>
License
GPL (>= 2)
Version
0.2-5

View on CRAN

Man pages

Cars
Consumer reports car data: dimensions
CSimca
Classification in high dimensions based on the (classical)...
CSimca-class
Class '"CSimca"' - classification in high dimensions based on...
getWeight-methods
Accessor methods to the essential slots of 'Outlier' and its...
kibler
1985 Auto Imports Database
olitos
Olive Oil Data
Outlier-class
Class '"Outlier"' - a base class for outlier identification
OutlierMahdist
Outlier identification using robust (mahalanobis) distances...
OutlierMahdist-class
Class 'OutlierMahdist' - Outlier identification using robust...
OutlierPCDist
Outlier identification in high dimensions using the PCDIST...
OutlierPCDist-class
Class '"OutlierPCDist"' - Outlier identification in high...
OutlierPCOut
Outlier identification in high dimensions using the PCOUT...
OutlierPCOut-class
Class '"OutlierPCOut"' - Outlier identification in high...
OutlierSign1
Outlier identification in high dimensions using the SIGN1...
OutlierSign1-class
Class '"OutlierSign1"' - Outlier identification in high...
OutlierSign2
Outlier identification in high dimensions using the SIGN2...
OutlierSign2-class
Class '"OutlierSign2"' - Outlier identification in high...
PredictSimca-class
Class '"PredictSimca"' - prediction of '"Simca"' objects
PredictSosDisc-class
Class '"PredictSosDisc"' - prediction of '"SosDisc"' objects
RSimca
Robust classification in high dimensions based on the SIMCA...
RSimca-class
Class '"RSimca" - robust classification in high dimensions...
Simca-class
Class '"Simca"' - virtual base class for all classic and...
soil
Exchangable cations in forest soil data set
SosDisc-class
Class '"SosDisc"' - virtual base class for all classic and...
SosDiscClassic-class
Class 'SosDiscClassic' - sparse multigroup classification by...
SosDiscRobust
Robust and sparse multigroup classification by the optimal...
SosDiscRobust-class
Class 'SosDiscRobust' - robust and sparse multigroup...
SPcaGrid
Sparse Robust Principal Components based on Projection...
SPcaGrid-class
Class 'SPcaGrid' - Sparse Robust PCA using PP - GRID search...
SummarySimca-class
Class '"SummarySimca"' - summary of '"Simca"' objects
SummarySosDisc-class
Class '"SummarySosDisc"' - summary of '"SosDisc"' objects

Files in this package

rrcovHD
rrcovHD/inst
rrcovHD/inst/ex
rrcovHD/inst/ex/outlier.R
rrcovHD/inst/ex/simca-plots.R
rrcovHD/inst/ex/simca-predict.R
rrcovHD/inst/ex/simca-colon.R
rrcovHD/inst/ex/simca-missclassification.R
rrcovHD/tests
rrcovHD/tests/tsimca.Rout.save
rrcovHD/tests/toutlier.R
rrcovHD/tests/tsimca.R
rrcovHD/tests/toutlier.Rout.save
rrcovHD/NAMESPACE
rrcovHD/data
rrcovHD/data/kibler.rda
rrcovHD/data/Cars.rda
rrcovHD/data/olitos.rda
rrcovHD/data/soil.rda
rrcovHD/R
rrcovHD/R/AllClasses.R
rrcovHD/R/AllGenerics.R
rrcovHD/R/Simca.R
rrcovHD/R/OutlierPCOut.R
rrcovHD/R/OutlierSign1.R
rrcovHD/R/SosDisc-utils.R
rrcovHD/R/OutlierPCDist.R
rrcovHD/R/SosDiscRobust.R
rrcovHD/R/SPcaGrid.R
rrcovHD/R/RSimca.R
rrcovHD/R/CSimca.R
rrcovHD/R/Outlier.R
rrcovHD/R/OutlierMahdist.R
rrcovHD/R/zzz.R
rrcovHD/MD5
rrcovHD/DESCRIPTION
rrcovHD/ChangeLog
rrcovHD/man
rrcovHD/man/CSimca-class.Rd
rrcovHD/man/OutlierPCDist.Rd
rrcovHD/man/PredictSimca-class.Rd
rrcovHD/man/RSimca.Rd
rrcovHD/man/OutlierSign1-class.Rd
rrcovHD/man/SosDisc-class.Rd
rrcovHD/man/OutlierSign1.Rd
rrcovHD/man/OutlierPCOut-class.Rd
rrcovHD/man/olitos.Rd
rrcovHD/man/kibler.Rd
rrcovHD/man/OutlierPCDist-class.Rd
rrcovHD/man/SPcaGrid-class.Rd
rrcovHD/man/SosDiscRobust-class.Rd
rrcovHD/man/OutlierMahdist-class.Rd
rrcovHD/man/SummarySimca-class.Rd
rrcovHD/man/Outlier-class.Rd
rrcovHD/man/OutlierSign2.Rd
rrcovHD/man/SosDiscRobust.Rd
rrcovHD/man/OutlierPCOut.Rd
rrcovHD/man/SosDiscClassic-class.Rd
rrcovHD/man/soil.Rd
rrcovHD/man/SummarySosDisc-class.Rd
rrcovHD/man/OutlierMahdist.Rd
rrcovHD/man/CSimca.Rd
rrcovHD/man/OutlierSign2-class.Rd
rrcovHD/man/RSimca-class.Rd
rrcovHD/man/Cars.Rd
rrcovHD/man/Simca-class.Rd
rrcovHD/man/PredictSosDisc-class.Rd
rrcovHD/man/getWeight-methods.Rd
rrcovHD/man/SPcaGrid.Rd