rdetools: Relevant Dimension Estimation (RDE) in Feature Spaces

The package provides functions for estimating the relevant dimension of a data set in feature spaces, applications to model selection, graphical illustrations and prediction.

Author
Jan Saputra Mueller
Date of publication
2012-10-29 08:59:34
Maintainer
Jan Saputra Mueller <saputra@cs.tu-berlin.de>
License
GPL-2
Version
1.0

View on CRAN

Man pages

denoiselabels
Denoise labels
distimage
Distance image
drawkpc
Draw kernel pca coefficients
estnoise
Estimate noise level
isregression
Estimate from labels whether this is a regression problem
kpr
Kernel projection regression
logspace
Logarithmically spaced sequence generation
modelimage
Model selection image
polykernel
Calculate polynomial kernel matrix
rbfkernel
Calculate RBF kernel matrix
rde
Relevant Dimension Estimation (RDE)
rde_loocv
Relevant Dimension Estimation (RDE) by Leave-One-Out...
rde_tcm
Relevant Dimension Estimation (RDE) by Fitting a...
rdetools-package
Relevant Dimension Estimation (RDE) in Feature Spaces
selectmodel
Model selection
sinc
Calculate sinc values
sincdata
Generate random sinc data

Files in this package

rdetools
rdetools/NAMESPACE
rdetools/man
rdetools/man/selectmodel.Rd
rdetools/man/rdetools-package.Rd
rdetools/man/logspace.Rd
rdetools/man/kpr.Rd
rdetools/man/rbfkernel.Rd
rdetools/man/rde_loocv.Rd
rdetools/man/denoiselabels.Rd
rdetools/man/modelimage.Rd
rdetools/man/sinc.Rd
rdetools/man/isregression.Rd
rdetools/man/estnoise.Rd
rdetools/man/sincdata.Rd
rdetools/man/rde.Rd
rdetools/man/rde_tcm.Rd
rdetools/man/distimage.Rd
rdetools/man/polykernel.Rd
rdetools/man/drawkpc.Rd
rdetools/DESCRIPTION
rdetools/MD5
rdetools/R
rdetools/R/rde_loocv.R
rdetools/R/logspace.R
rdetools/R/estnoise.R
rdetools/R/sinc.R
rdetools/R/sincdata.R
rdetools/R/denoiselabels.R
rdetools/R/rde.R
rdetools/R/polykernel.R
rdetools/R/modelimage.R
rdetools/R/drawkpc.R
rdetools/R/rde_tcm.R
rdetools/R/rbfkernel.R
rdetools/R/kpr.R
rdetools/R/distimage.R
rdetools/R/selectmodel.R
rdetools/R/isregression.R