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.

Version: 1.0.1
Depends: R (≥ 2.10)
Imports: Matrix, gplots, gtools, PMA, elasticnet, pcaPP, igraph
Suggests: huge
Published: 2013-10-22
Author: Fang Han, Han Liu
Maintainer: Fang Han <fhan at>
BugReports: NA
License: GPL-2
NeedsCompilation: no
CRAN checks: smart results


Reference manual: smart.pdf
Package source: smart_1.0.1.tar.gz
Windows binaries: r-devel:, r-release:, r-oldrel:
OS X Mavericks binaries: r-release: smart_1.0.1.tgz, r-oldrel: smart_1.0.1.tgz
Old sources: smart archive