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r.jive

Perform JIVE Decomposition for Multi-Source Data

Performs the Joint and Individual Variation Explained (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 Bayesian Information Criterion (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.

Versions across snapshots

VersionRepositoryFileSize
2.4 rolling linux/jammy R-4.5 r.jive_2.4.tar.gz 3.8 MiB
2.4 rolling linux/noble R-4.5 r.jive_2.4.tar.gz 3.8 MiB
2.4 rolling source/ R- r.jive_2.4.tar.gz 4.6 MiB
2.4 latest linux/jammy R-4.5 r.jive_2.4.tar.gz 3.8 MiB
2.4 latest linux/noble R-4.5 r.jive_2.4.tar.gz 3.8 MiB
2.4 latest source/ R- r.jive_2.4.tar.gz 4.6 MiB
2.4 2026-04-26 source/ R- r.jive_2.4.tar.gz 4.6 MiB
2.4 2026-04-23 source/ R- r.jive_2.4.tar.gz 4.6 MiB
2.4 2026-04-09 windows/windows R-4.5 r.jive_2.4.zip 3.8 MiB
2.4 2025-04-20 source/ R- r.jive_2.4.tar.gz 4.6 MiB

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