r.jive (2.1)

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Perform JIVE Decomposition for Multi-Source Data.

http://cran.r-project.org/web/packages/r.jive

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) ]. 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.

Maintainer: Michael J. O'Connell
Author(s): Michael J. O'Connell and Eric F. Lock

License: GPL-3

Uses: abind, gplots, SpatioTemporal, knitr, rmarkdown

Released 16 days ago.


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