r.jive: Perform JIVE Decomposition for Multi-Source Data

Performs the JIVE decomposition on a list of data sets when the data share a dimension, returning low-rank matrices that capture the joint and individual structure of the data [O'Connell, MJ and Lock, EF (2016) <doi:10.1093/bioinformatics/btw324>]. It provides two methods of rank selection when the rank is unknown, a permutation test and a BIC selection algorithm. Also included in the package are three plotting functions for visualizing the variance attributed to each data source: a bar plot that shows the percentages of the variability attributable to joint and individual structure, a heatmap that shows the structure of the variability, and principal component plots.

Version: 2.1
Depends: R (≥ 2.10.0)
Imports: SpatioTemporal, gplots, abind, graphics, stats
Suggests: knitr, rmarkdown
Published: 2017-04-12
Author: Michael J. O'Connell and Eric F. Lock
Maintainer: Michael J. O'Connell <oconn725 at umn.edu>
License: GPL-3
NeedsCompilation: no
CRAN checks: r.jive results

Downloads:

Reference manual: r.jive.pdf
Vignettes: Example with TCGA Data
Package source: r.jive_2.1.tar.gz
Windows binaries: r-devel: r.jive_2.1.zip, r-release: r.jive_2.1.zip, r-oldrel: r.jive_2.1.zip
OS X El Capitan binaries: r-release: r.jive_2.1.tgz
OS X Mavericks binaries: r-oldrel: r.jive_2.1.tgz
Old sources: r.jive archive

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