FastHCS: Robust Algorithm for Principal Component Analysis
Version 0.0.5

The FastHCS algorithm of Schmitt and Vakili (2014) for high-dimensional, robust PCA modelling and associated outlier detection and diagnostic tools.

AuthorKaveh Vakili [aut, cre]
Date of publication2015-05-19 08:45:07
MaintainerKaveh Vakili <vakili.kaveh.email@gmail.com>
LicenseGPL (>= 2)
Version0.0.5
Package repositoryView on CRAN
InstallationInstall the latest version of this package by entering the following in R:
install.packages("FastHCS")

Getting started

Package overview

Popular man pages

DnaAlteration: Cytosine methylation beta values for a sample of 198...
FastHCS: Performs the FastHCS algorithm for robust PCA.
FHCSkernelEVD: Carries out the kernelEVD algorithm for data reduction
FHCSnumStarts: Computes the number of starting q-subsets
FHCSpsdo: Computes the univariate MCD estimator of scatter
MultipleFeatures: Fourier coefficients describing the shape of many hand...
Tablets: Near-infrared (NIR) spectroscopy of a sample of 310 tablets.
See all...

All man pages Function index File listing

Man pages

compPcaParams: Computes the center vector, eigenvalues and loading matrix...
DnaAlteration: Cytosine methylation beta values for a sample of 198...
FastHCS: Performs the FastHCS algorithm for robust PCA.
FastHCS-package: Package implementing the FastHCS robust PCA algorithm.
FHCSkernelEVD: Carries out the kernelEVD algorithm for data reduction
FHCSnumStarts: Computes the number of starting q-subsets
FHCSpsdo: Computes the univariate MCD estimator of scatter
MultipleFeatures: Fourier coefficients describing the shape of many hand...
plot.FastHCS: Robust diagnostic plots for FastHCS
signFlip: Carries out the signflip adjustment of a loadings matrix
Tablets: Near-infrared (NIR) spectroscopy of a sample of 310 tablets.

Functions

DnaAlteration Man page
FHCSkernelEVD Man page Source code
FHCSnumStarts Man page Source code
FHCSpsdo Man page Source code
FastHCS Man page Source code
MultipleFeatures Man page
Tablets Man page
compPcaParams Man page Source code
plot.FastHCS Man page Source code
quanf Source code
signFlip Man page Source code

Files

src
src/Makevars
src/psdo.cpp
src/mystruc.h
src/Makevars.win
src/FastHCS.cpp
NAMESPACE
data
data/Tablets.txt.gz
data/DnaAlteration.txt.gz
data/datalist
data/MultipleFeatures.txt.gz
R
R/FastHCS.R
MD5
DESCRIPTION
man
man/compPcaParams.Rd
man/FHCSkernelEVD.Rd
man/MultipleFeatures.Rd
man/FastHCS-package.Rd
man/FHCSnumStarts.Rd
man/signFlip.Rd
man/plot.FastHCS.Rd
man/FHCSpsdo.Rd
man/DnaAlteration.Rd
man/FastHCS.Rd
man/Tablets.Rd
FastHCS documentation built on May 19, 2017, 6:43 a.m.

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

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

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