smart: Sparse Multivariate Analysis via Rank Transformation
Version 1.0.1

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.

Browse man pages Browse package API and functions Browse package files

AuthorFang Han, Han Liu
Date of publication2013-10-22 10:50:06
MaintainerFang Han <fhan@jhsph.edu>
LicenseGPL-2
Version1.0.1
Package repositoryView on CRAN
InstallationInstall the latest version of this package by entering the following in R:
install.packages("smart")

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

Functions

TCA Man page Source code
TCE Man page Source code
gnsc.cv Man page Source code
gnsc.heatmap Man page Source code
gnsc.icov Man page Source code
gnsc.predict Man page Source code
gnsc.restruc Man page Source code
gnsc.train Man page Source code
minid Man page Source code
plot.TCA Man page Source code
plot.TCE Man page Source code
plot.gnsc Man page Source code
plot.gnsccv Man page Source code
print.TCA Man page Source code
print.TCE Man page Source code
print.gnsc Man page Source code
print.gnsccv Man page Source code
smart Man page
smart-package Man page
smart.npn Man page Source code

Files

NAMESPACE
R
R/gnsc.icov.R
R/TCE.R
R/gnsc.restruc.R
R/print.TCE.R
R/gnsc.heatmap.R
R/plot.gnsc.R
R/print.gnsc.R
R/minid.R
R/plot.gnsccv.R
R/plot.TCA.R
R/print.gnsccv.R
R/plot.TCE.R
R/smart.npn.R
R/print.TCA.R
R/gnsc.train.R
R/gnsc.cv.R
R/gnsc.predict.R
R/TCA.R
MD5
DESCRIPTION
man
man/gnsc.cv.Rd
man/print.TCA.Rd
man/TCE.Rd
man/print.TCE.Rd
man/gnsc.train.Rd
man/plot.TCA.Rd
man/plot.TCE.Rd
man/print.gnsc.Rd
man/plot.gnsccv.Rd
man/print.gnsccv.Rd
man/plot.gnsc.Rd
man/smart.internal.Rd
man/smart-package.Rd
man/TCA.Rd
smart documentation built on May 19, 2017, 7:12 p.m.