FastHCS: Robust Algorithm for Principal Component Analysis

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

Author
Kaveh Vakili [aut, cre]
Date of publication
2015-05-19 08:45:07
Maintainer
Kaveh Vakili <vakili.kaveh.email@gmail.com>
License
GPL (>= 2)
Version
0.0.5

View on CRAN

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.

Files in this package

FastHCS
FastHCS/src
FastHCS/src/Makevars
FastHCS/src/psdo.cpp
FastHCS/src/mystruc.h
FastHCS/src/Makevars.win
FastHCS/src/FastHCS.cpp
FastHCS/NAMESPACE
FastHCS/data
FastHCS/data/Tablets.txt.gz
FastHCS/data/DnaAlteration.txt.gz
FastHCS/data/datalist
FastHCS/data/MultipleFeatures.txt.gz
FastHCS/R
FastHCS/R/FastHCS.R
FastHCS/MD5
FastHCS/DESCRIPTION
FastHCS/man
FastHCS/man/compPcaParams.Rd
FastHCS/man/FHCSkernelEVD.Rd
FastHCS/man/MultipleFeatures.Rd
FastHCS/man/FastHCS-package.Rd
FastHCS/man/FHCSnumStarts.Rd
FastHCS/man/signFlip.Rd
FastHCS/man/plot.FastHCS.Rd
FastHCS/man/FHCSpsdo.Rd
FastHCS/man/DnaAlteration.Rd
FastHCS/man/FastHCS.Rd
FastHCS/man/Tablets.Rd