smart: Sparse Multivariate Analysis via Rank Transformation

The package "smart" provides a general framework for analyzing (including estimation, feature selection and prediction) and visualize big data. It integrates several novel, efficient and robust data analysis tools, including Transelliptical Component Analysis (TCA), Transelliptical Correlation Estimation (TCE) and Group Nearest Shrunken Centroids (gnsc). We target on high dimensional data analysis(usually d >> n), and exploit computationally efficiently approaches. Results are organized to be visualized properly for users.

Author
Fang Han, Han Liu
Date of publication
2013-10-22 10:50:06
Maintainer
Fang Han <fhan@jhsph.edu>
License
GPL-2
Version
1.0.1

View on CRAN

Man pages

gnsc.cv
A function to cross-validate the Group Nearest Shrunken...
gnsc.train
gnsc.train
plot.gnsc
Plot function for S3 class "gnsc"
plot.gnsccv
Plot function for S3 class "gnsccv"
plot.TCA
Plot function for S3 class "TCA"
plot.TCE
Plot function for S3 class "TCE"
print.gnsc
Print function for S3 class "gnsc"
print.gnsccv
Print function for S3 class "gnsccv"
print.TCA
Print function for S3 class "TCA"
print.TCE
Print function for S3 class "TCE"
smart.internal
Internal smart functions
smart-package
Sparse Multivariate Analysis via Rank Transformation
TCA
Transelliptical Component Analysis
TCE
Transellptical Correlation Estimation

Files in this package

smart
smart/NAMESPACE
smart/R
smart/R/gnsc.icov.R
smart/R/TCE.R
smart/R/gnsc.restruc.R
smart/R/print.TCE.R
smart/R/gnsc.heatmap.R
smart/R/plot.gnsc.R
smart/R/print.gnsc.R
smart/R/minid.R
smart/R/plot.gnsccv.R
smart/R/plot.TCA.R
smart/R/print.gnsccv.R
smart/R/plot.TCE.R
smart/R/smart.npn.R
smart/R/print.TCA.R
smart/R/gnsc.train.R
smart/R/gnsc.cv.R
smart/R/gnsc.predict.R
smart/R/TCA.R
smart/MD5
smart/DESCRIPTION
smart/man
smart/man/gnsc.cv.Rd
smart/man/print.TCA.Rd
smart/man/TCE.Rd
smart/man/print.TCE.Rd
smart/man/gnsc.train.Rd
smart/man/plot.TCA.Rd
smart/man/plot.TCE.Rd
smart/man/print.gnsc.Rd
smart/man/plot.gnsccv.Rd
smart/man/print.gnsccv.Rd
smart/man/plot.gnsc.Rd
smart/man/smart.internal.Rd
smart/man/smart-package.Rd
smart/man/TCA.Rd