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Algorithms and Framework for Nonnegative Matrix Factorization (NMF)

10packages dependsuggested by 9
190.7Kdownloads / year
–test coverage
9/13flavors OK

Overview

About

Provides a framework to perform Non-negative Matrix Factorization (NMF). The package implements a set of already published algorithms and seeding methods, and provides a framework to test, develop and plug new/custom algorithms. Most of the built-in algorithms have been optimized in C++, and the main interface function provides an easy way of performing parallel computations on multicore machines.

Install

Health

CRAN checks
4NOTE9OK
Check messages
NOTERd contentsr-devel-linux-x86_64-debian-clang, r-devel-linux-x86_64-debian-gcc
Rd files without \usage:
  ‘NMF-deprecated.Rd’
\arguments should not be documented without \usage.
NOTEre-building of vignette outputsr-devel-linux-x86_64-fedora-clang, r-devel-windows-x86_64
Warning in re-building vignettes:
  From the bibliography engine:
  I didn't find a database entry for "Rpackage:doMC"

CRAN check page ↗

Slowest check: 14.1 min · r-oldrel-windows-x86_64
Status changes
  • NOTE9 OK, 4 NOTENow
  • NOTE12 OK, 1 NOTE2026-07-11
  • OK12 OK2026-04-25
  • NOTE12 OK, 2 NOTE2026-03-10
Advisories

none known

Documentation

In release 0.28
READMEYes · 235 wordsVignettesYes · 2 · dynamicNEWSYes · 100% structuredCitation fileYes · cites a publicationWebsiteYes
Help pages
132 (22 internal)includes a package overview page
Examples that run
98%51 run in a plain check (1 of them under a condition) · 1 never run
Exported functions with examples
52%
Documented parameters
96%
Return-value docs
49%
Help pages citing references
23% with a bibliography file

Also includes 3 demo scripts (run with demo())

Downloads

190.7K
CRAN downloads in the past year
Rank #872 · ~522/day · ~15.9K/mo
Daily download trend is not available in this view yet.
16.1K30 days
49.3K90 days
190.7K1 year
Compare downloads with other packages →
Also on3.5K r2u14.6K conda_forge304 c2d4u

Repository

156Stars
43Forks
122Open issues
3Open PRs
0Releases
595Commits
8Commit identities
595 commits · Last activity 2020-06-14 · +0.6% stars, 30d · Default branch at 0.30.1, ahead of CRAN 0.28 (checked 2026-10-18)
Responsiveness
How these are sampled
PRs merged (all time)
40%
Median days to close, 50 most recently updated closed issues
4
Median days to close, 50 most recently updated closed PRs
126

Stars over time

2025-09-29 · 1482026-09-27 · 156
PracticesBeta

2 development-tooling and community-health practices detected across 2 families in the upstream repository

Checks run against github.com/renozao/nmf on 2026-10-18.

Continuous integration (1)
Travis CI (config file)
Lint, format, editor (1)
RStudio project
How this is detected·Detection ruleset v3 (2026-09-26)

Dependencies

Declared dependencies
22 external dependencies (excludes base and recommended)

Installing NMF adds 32 packages (14 with compiled code, 31 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 (6)
R >= 3.0.0methodsutilsregistryrngtoolscluster
LinkingTo (0)
none
Enhances (0)
none
Reverse dependencies
10direct
1indirect
Depends 4 · Imports 6
Suggested by 9
Show all 19 packagesHide all 19 packages
Depends, Imports or LinkingTo, most downloaded first
Suggests, most downloaded first

Datasets

People & History

People (3)
Maintainer · added in 0.28
Author · added in 0.16.1

Maintainer since 0.21.0 (2018), previously Renaud Gaujoux (0.2 to 0.20.6)

Listed in earlier versions (2)
P. Brunet
no longer listed · 0.16.1 to 0.17
H. Kim
no longer listed · 0.16.1 to 0.17
Releases (33)

Pick two releases to compare their code metrics.

  • R
    R 4.6.0 released · 2026-04-24
  • R
    R 4.5.0 released · 2025-04-11
  • 0.28Latest
    record
    2024-08-22 · current release · diff ↗
  • R
    R 4.4.0 released · 2024-04-24
  • 0.27
    record
    2024-02-08 · diff ↗
  • R
    R 4.3.0 released · 2023-04-21
  • 0.26
    record
    2023-03-20 · diff ↗
  • 0.25
    record
    2022-11-18 · diff ↗ ·
    added 4 exports
    isCHECK, isCRANcheck, latex_bibliography, latex_preamble
  • R
    R 4.2.0 released · 2022-04-22
  • 0.24.0
    record
    2022-03-30 · diff ↗
  • R
    R 4.1.0 released · 2021-05-18
  • 0.23.0
    record
    2020-08-01 · diff ↗
  • R
    R 4.0.0 released · 2020-04-24
  • 0.22.0
    record
    2020-02-12 · diff ↗
  • R
    R 3.6.0 released · 2019-04-26
  • R
    R 3.5.0 released · 2018-04-23
Show 40 earlier eventsHide 40 earlier events
  • unarchivedReturned to CRAN
    2018-03-06
  • 0.21.0
    record
    2018-03-06 · diff ↗ ·
    removed 1 export
    profplot.default
  • archivedRemoved from CRAN
    2018-03-02
  • orphanedOrphaned by its maintainer
    2018-02-23
    maintainer email addressed bounced after months of non-response
  • R
    R 3.4.0 released · 2017-04-21
  • R
    R 3.3.0 released · 2016-05-03
  • 0.20.6
    record
    2015-05-26 · diff ↗
  • R
    R 3.2.0 released · 2015-04-16
  • R
    R 3.1.0 released · 2014-04-10
  • 0.20.5
    record
    2014-03-18 · diff ↗
  • 0.20.2
    record
    2014-03-09 · diff ↗
  • 0.20
    record
    2013-11-01 · diff ↗ ·
    removed 2 exports
    plot, plot.NMF.consensus
    added 1 export
    nmfReport
  • 0.17
    record
    2013-05-15 · diff ↗
  • 0.16.6
    record
    2013-05-13 · diff ↗
  • R
    R 3.0.0 released · 2013-04-03
  • 0.16.2
    record
    2013-03-27 · diff ↗
  • 0.16.1
    record
    2013-03-27 · diff ↗ ·
    removed 4 exports
    newNMF, nmf.options.reset, nmf.options.runtime, plot.NMF.rank
    added 164 exports
    .basis<-, .coef<-, algorithm<-, basis<-, basisnames<-, coef<-, fit<-, name<-, niter<-, objective<-, residuals<-, seeding<-, .atrack, .basis, .coef, .fcnnls, .getRNG, ForeachBackend, NMFSeed, NMFStop, NMFStrategy, aheatmap, algorithm, atrack, basis, basiscor, basismap, basisnames, bterms, canFit and 134 more
  • R
    R 2.15.0 released · 2012-03-30
  • 0.5.06
    record
    2011-12-09 · diff ↗
  • 0.5.05
    record
    2011-11-04 · diff ↗
  • R
    R 2.14.0 released · 2011-10-31
  • R
    R 2.13.0 released · 2011-04-13
  • R
    R 2.12.0 released · 2010-10-15
  • 0.5.02
    record
    2010-08-25 · diff ↗
  • 0.5
    record
    2010-08-20 · diff ↗ ·
    added 2 exports
    isNMFfit, rmatrix
  • 0.4.8
    record
    2010-06-28 · diff ↗
  • 0.4.7
    record
    2010-06-23 · diff ↗
  • 0.4.6
    record
    2010-06-18 · diff ↗
  • 0.4.4
    record
    2010-06-10 · diff ↗
  • 0.4.3
    record
    2010-05-22 · diff ↗
  • 0.4.1
    record
    2010-05-11 · diff ↗
  • R
    R 2.11.0 released · 2010-04-22
  • 0.4
    record
    2010-04-15 · diff ↗ ·
    removed 1 export
    nmf.models
    added 1 export
    newNMF
  • 0.3.3
    record
    2010-03-16 · diff ↗
  • 0.3.1
    record
    2010-02-08 · diff ↗ ·
    added 1 export
    randomize
  • 0.2.4
    record
    2010-01-12 · diff ↗
  • 0.2.3
    record
    2010-01-07 · diff ↗
  • 0.2.2
    record
    2009-11-26 · diff ↗
  • 0.2
    record
    2009-11-23
  • R
    R 2.10.0 released · 2009-10-26

Package metadata

First published
2009-11-23
Total releases
33 / 17 yrs
License
GPL (>= 2) OSI
Minimum R
≥ 3.0.0
Bundled data
288 KB / 1 file
Download size
1.6 MB

Cite

Cite this package

Run in R for the authors' preferred citation:

citation("NMF")

The package provides a citation file that builds its entry when R runs it. Run citation() to see it.

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 NMF version 0.28 [Data set]. HJJB, LLC. Data release v2026-10-21. https://doi.org/10.5281/zenodo.21843040

From data release v2026-10-21, which the citation names so these numbers can be found later. More on citing and the projects behind them.

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