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Multi-Modal Matrix Joint Factorization for Integrative Multi-Omics Data Analysis

0packages depend
2Kdownloads / year
–test coverage
13/13flavors OK

Overview

About

Multi modality data matrices are factorized conjointly into the multiplication of a shared sub-matrix and multiple modality specific sub-matrices, group sparse constraint is applied to the shared sub-matrix to capture the homogeneous and heterogeneous information, respectively. Then the samples are classified by clustering the shared sub-matrix with kmeanspp(), a new version of kmeans() developed here to obtain concordant results. The package also provides the cluster number estimation by rotation cost. Moreover, cluster specific features could be retrieved using hypergeometric tests.

Install

Health

CRAN checks
13OK
Slowest check: 2.8 min · r-oldrel-windows-x86_64
Status changes
  • OK13 OK2026-09-08
  • ERROR12 OK, 1 ERROR2026-09-07
  • OK13 OK2026-08-05
  • NOTE12 OK, 1 NOTE2026-08-01
  • OK14 OK2026-03-10
Advisories

none known

Documentation

In release 0.1.0
READMENoVignettesYes · 1 · dynamicNEWSNoCitation fileNoWebsitenot declared in DESCRIPTION
Help pages
13
Examples that run
100%13 run in a plain check
Exported functions with examples
100%
Documented parameters
93%
Return-value docs
100%
Help pages citing references
0%

Downloads

2K
CRAN downloads in the past year
Rank #22,842 · ~6/day · ~170/mo
Daily download trend is not available in this view yet.
21930 days
58090 days
2K1 year
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Dependencies

Declared dependencies
5 external dependencies (excludes base and recommended)

Installing M3JF adds 45 packages (19 with compiled code, 36 MB of source tarballs). Heaviest: stringi 11 MB, ggplot2 6.0 MB, colorspace 2.0 MB. 1 more not on CRAN is not measured.

Depends (0)
none
Imports (5)
LinkingTo (0)
none
Suggests (2)
Enhances (0)
none
Reverse dependencies
0direct
0indirect

Nothing depends on this yet.

People & History

People (1)
Author, Maintainer since 0.1.0 (2023)
Releases (1)
  • R
    R 4.6.0 released · 2026-04-24
  • R
    R 4.5.0 released · 2025-04-11
  • R
    R 4.4.0 released · 2024-04-24
  • 0.1.0Latest
    2023-08-14 · current release
  • R
    R 4.3.0 released · 2023-04-21

Package metadata

First published
2023-08-14
Total releases
1 / 3 yrs
License
GPL-3 OSI
Download size
22 KB

Cite

Cite this package

Run in R for the authors' preferred citation:

citation("M3JF")
Yin, X. (2023). M3JF: Multi-Modal Matrix Joint Factorization for Integrative Multi-Omics Data Analysis (Version 0.1.0) [Computer software]. https://doi.org/10.32614/CRAN.package.M3JF

This package has no citation file, so citation() returns this entry built from DESCRIPTION.

Cite the R Observatory

For a number measured here: a download total, a coverage figure, an archival date.

APA

Balamuta, J. J. (2026). R Observatory: Metrics for M3JF version 0.1.0 [Data set]. HJJB, LLC. Data release v2026-10-25. https://doi.org/10.5281/zenodo.21843040

From data release v2026-10-25, which the citation names so these numbers can be found later. More on citing and the projects behind them.

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