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Penalized Multivariate Analysis

2packages dependsuggested by 3
20.9Kdownloads / year
–test coverage
13/13flavors OK

Overview

About

Performs Penalized Multivariate Analysis: a penalized matrix decomposition, sparse principal components analysis, and sparse canonical correlation analysis, described in Witten, Tibshirani and Hastie (2009) doi:10.1093/biostatistics/kxp008 and Witten and Tibshirani (2009) Extensions of sparse canonical correlation analysis, with applications to genomic data doi:10.2202/1544-6115.1470.

Install

Health

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

none known

Documentation

In release 1.2-4
READMEYes · 13 wordsVignettesNoNEWSYes · 100% structured · does not mention 1.2-4Citation fileNoWebsitenot declared in DESCRIPTION
Help pages
11 (1 internal)includes a package overview page
Examples that run
33%3 run in a plain check · 1 never run · 5 hold no code
Exported functions with examples
90%
Documented parameters
99%
Return-value docs
90%
Help pages citing references
100% with a bibliography file

Downloads

20.9K
CRAN downloads in the past year
Rank #3,908 · ~57/day · ~1.7K/mo
Daily download trend is not available in this view yet.
82830 days
2.4K90 days
20.9K1 year
Compare downloads with other packages →
Also on534 r2u4 autocran3K conda_forge1K bioconda43 c2d4u

Repository

7Stars
3Forks
10Open issues
0Open PRs
0Releases
19Commits
1Commit identities
19 commits · Last activity 2024-02-06 · The default branch showed an older version (1.2-3) than CRAN on 2026-10-18
Responsiveness
How these are sampled
PRs merged (all time)
100%
Median days to close, 50 most recently updated closed issues
6
Median days to close, 50 most recently updated closed PRs
0

Stars over time

2025-08-23 · 72026-07-07 · 7
PracticesBeta

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

Checks run against github.com/bnaras/pma on 2026-10-18.

Continuous integration (2)
GitHub ActionsR CMD check workflow

The R CMD check workflow runs on Linux, macOS and Windows, and on R-devel

Docs source (1)
README.Rmd
How this is detected·Detection ruleset v3 (2026-09-26)

Dependencies

Declared dependencies
0 external dependencies (excludes base and recommended)

Installing PMA adds no packages beyond those that come with R.

Depends (1)
R >= 2.10
Imports (1)
utils
LinkingTo (0)
none
Suggests (0)
none
Enhances (0)
none
Reverse dependencies
2direct
0indirect
Imports 2
Suggested by 3
Depends, Imports or LinkingTo, most downloaded first
Suggests, most downloaded first

People & History

People (4)
Maintainer since 1.2-3 (2024), Author · added in 1.0.8
Author · added in 1.0.4

Previously maintained by Rob Tibshirani (1.0 to 1.2-2).

Releases (18)

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
  • 1.2-4Latest
    record
    2024-09-03 · current release · diff ↗
  • R
    R 4.4.0 released · 2024-04-24
  • 1.2-3
    record
    2024-02-07 · diff ↗
  • 1.2-2
    record
    2023-07-20 · diff ↗ ·
    added 1 export
    download_breast_data
  • R
    R 4.3.0 released · 2023-04-21
  • R
    R 4.2.0 released · 2022-04-22
  • R
    R 4.1.0 released · 2021-05-18
  • R
    R 4.0.0 released · 2020-04-24
  • 1.2.1
    record
    2020-02-03 · diff ↗
  • unarchivedReturned to CRAN
    2020-01-16
  • 1.2
    record
    2020-01-16 · diff ↗ ·
    removed 15 exports
    print.MultiCCA, print.MultiCCA.permute, print.SPC.cv, plot.SPC.cv, print.SPC, print.CCA, print.CCA.permute, print.PMDL1FL, print.PMDL1FL.cv, print.PMDL1L1, print.PMDL1L1.cv, plot.PMDL1L1.cv, plot.PMDL1FL.cv, plot.CCA.permute, plot.MultiCCA.permute
  • R
    R 3.6.0 released · 2019-04-26
  • 1.1
    record
    2019-02-05 · diff ↗ ·
    removed 9 exports
    cor.xl.LoadData, cor.xl.RunAnalysis, cor.xl.Plot1, cor.xl.Plot2, cor.xl.Plot3, cor.xl.Plot2a, cor.xl.Plot2b, cor.xl.Plot3a, cor.xl.Plot3b
  • R
    R 3.5.0 released · 2018-04-23
Show 26 earlier eventsHide 26 earlier events
  • orphanedOrphaned by its maintainer
    2018-04-20
    check problems were not corrected despite multiple notifications Including C++ misuse of = for == and non-registration of S3 methods
  • 1.0.11
    record
    2018-04-20 · diff ↗
  • 1.0.10
    record
    2018-04-20 · diff ↗
  • R
    R 3.4.0 released · 2017-04-21
  • R
    R 3.3.0 released · 2016-05-03
  • R
    R 3.2.0 released · 2015-04-16
  • R
    R 3.1.0 released · 2014-04-10
  • R
    R 3.0.0 released · 2013-04-03
  • 1.0.9
    record
    2013-03-25 · diff ↗ ·
    removed 15 exports
    print.multicca, print.multiccaperm, print.spccv, plot.spccv, print.spc, print.cca, print.ccaperm, print.pmdl1fl, print.pmdl1flcv, print.pmdl1l1, print.pmdl1l1cv, plot.pmdl1l1cv, plot.pmdl1flcv, plot.ccaperm, plot.multiccaperm
    added 15 exports
    print.MultiCCA, print.MultiCCA.permute, print.SPC.cv, plot.SPC.cv, print.SPC, print.CCA, print.CCA.permute, print.PMDL1FL, print.PMDL1FL.cv, print.PMDL1L1, print.PMDL1L1.cv, plot.PMDL1L1.cv, plot.PMDL1FL.cv, plot.CCA.permute, plot.MultiCCA.permute
  • R
    R 2.15.0 released · 2012-03-30
  • R
    R 2.14.0 released · 2011-10-31
  • 1.0.8
    record
    2011-08-11 · diff ↗
  • R
    R 2.13.0 released · 2011-04-13
  • 1.0.7.1
    record
    2011-02-06 · diff ↗
  • R
    R 2.12.0 released · 2010-10-15
  • 1.0.7
    record
    2010-05-16 · diff ↗
  • 1.0.6
    record
    2010-04-22 · diff ↗
  • R
    R 2.11.0 released · 2010-04-22
  • 1.0.5
    record
    2009-12-06 · diff ↗
  • R
    R 2.10.0 released · 2009-10-26
  • 1.0.4
    record
    2009-10-23 · diff ↗ ·
    removed 6 exports
    print.ccal1fl, print.ccaperml1fl, print.ccaperml1l1, print.ccal1l1, plot.ccaperml1l1, plot.ccaperml1fl
    added 17 exports
    print.multicca, print.multiccaperm, MultiCCA, MultiCCA.permute, print.cca, print.ccaperm, plot.ccaperm, plot.multiccaperm, cor.xl.LoadData, cor.xl.RunAnalysis, cor.xl.Plot1, cor.xl.Plot2, cor.xl.Plot3, cor.xl.Plot2a, cor.xl.Plot2b, cor.xl.Plot3a, cor.xl.Plot3b
  • R
    R 2.9.0 released · 2009-04-17
  • 1.0.2
    record
    2009-04-15 · diff ↗
  • 1.0.1
    record
    2009-02-16 · diff ↗
  • 1.0
    record
    2009-02-12
  • R
    R 2.8.0 released · 2008-10-20

Package metadata

First published
2009-02-12
Total releases
18 / 17 yrs
License
GPL (>= 2) OSI
Minimum R
≥ 2.10
Download size
76 KB

Cite

Cite this package

Run in R for the authors' preferred citation:

citation("PMA")
Narasimhan, B., Gross, S., Tibshirani, R., & Witten, D. (2024). PMA: Penalized Multivariate Analysis (Version 1.2-4) [Computer software]. https://doi.org/10.32614/CRAN.package.PMA

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 PMA version 1.2-4 [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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