rrcovHD: Robust Multivariate Methods for High Dimensional Data

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

AuthorValentin Todorov <valentin.todorov@chello.at>
Date of publication2016-11-11 12:09:33
MaintainerValentin Todorov <valentin.todorov@chello.at>
LicenseGPL (>= 2)
Version0.2-5

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

Functions

Cars Man page
CSimca Man page
CSimca-class Man page
CSimca.default Man page
CSimca.formula Man page
getClassLabels Man page
getClassLabels-methods Man page
getClassLabels,Outlier-method Man page
getCutoff Man page
getCutoff-methods Man page
getCutoff,OutlierMahdist-method Man page
getCutoff,OutlierPCDist-method Man page
getCutoff,OutlierPCOut-method Man page
getCutoff,OutlierSign1-method Man page
getCutoff,OutlierSign2-method Man page
getDistance,OutlierMahdist-method Man page
getDistance,Outlier-method Man page
getDistance,OutlierPCDist-method Man page
getDistance,OutlierPCOut-method Man page
getDistance,OutlierSign1-method Man page
getDistance,OutlierSign2-method Man page
getFlag,Outlier-method Man page
getOutliers Man page
getOutliers-methods Man page
getOutliers,Outlier-method Man page
getQuan,SPcaGrid-method Man page
getWeight Man page
getWeight-methods Man page
getWeight,Outlier-method Man page
kibler Man page
kibler.orig Man page
olitos Man page
Outlier-class Man page
OutlierMahdist Man page
OutlierMahdist-class Man page
OutlierMahdist.default Man page
OutlierMahdist.formula Man page
OutlierPCDist Man page
OutlierPCDist-class Man page
OutlierPCDist.default Man page
OutlierPCDist.formula Man page
OutlierPCOut Man page
OutlierPCOut-class Man page
OutlierPCOut.default Man page
OutlierPCOut.formula Man page
OutlierSign1 Man page
OutlierSign1-class Man page
OutlierSign1.default Man page
OutlierSign1.formula Man page
OutlierSign2 Man page
OutlierSign2-class Man page
OutlierSign2.default Man page
OutlierSign2.formula Man page
plot,Outlier,missing-method Man page
plot,OutlierPCOut,missing-method Man page
PredictSimca-class Man page
predict,Simca-method Man page
PredictSosDisc-class Man page
predict, SosDisc-method Man page
RSimca Man page
RSimca-class Man page
RSimca.default Man page
RSimca.formula Man page
show,Outlier-method Man page
show,PredictSimca-method Man page
show,PredictSosDisc-method Man page
show,Simca-method Man page
show, SosDisc-method Man page
show,SummarySimca-method Man page
show,SummarySosDisc-method Man page
Simca-class Man page
soil Man page
SosDisc-class Man page
SosDiscClassic-class Man page
SosDiscRobust Man page
SosDiscRobust-class Man page
SosDiscRobust.default Man page
SosDiscRobust.formula Man page
SPcaGrid Man page
SPcaGrid-class Man page
SPcaGrid.default Man page
SPcaGrid.formula Man page
SummarySimca-class Man page
summary,Simca-method Man page
SummarySosDisc-class Man page
summary, SosDisc-method Man page

Files

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

Questions? Problems? Suggestions? or email at ian@mutexlabs.com.

Please suggest features or report bugs with the GitHub issue tracker.

All documentation is copyright its authors; we didn't write any of that.