Skip to content

OmicsPLS

2.1.0Package record

Data Integration with Two-Way Orthogonal Partial Least Squares

1packages depend
4.4Kdownloads / year
87.2%test coverage
13/13flavors OK

Overview

About

Performs the O2PLS data integration method for two datasets, yielding joint and data-specific parts for each dataset. The algorithm automatically switches to a memory-efficient approach to fit O2PLS to high dimensional data. It provides a rigorous and a faster alternative cross-validation method to select the number of components, as well as functions to report proportions of explained variation and to construct plots of the results. See the software article by el Bouhaddani et al (2018) doi:10.1186/s12859-018-2371-3, and Trygg and Wold (2003) doi:10.1002/cem.775. It also performs Sparse Group (Penalized) O2PLS, see Gu et al (2020) doi:10.1186/s12859-021-03958-3 and cross-validation for the degree of sparsity.

Install

Health

CRAN checks
13OK
Slowest check: 3.1 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
  • OK13 OK2026-05-12
Show 2 earlier changesHide 2 earlier changes
  • ERROR12 OK, 1 ERROR2026-05-09
  • OK14 OK2026-03-10
Advisories

none known

Documentation

In release 2.1.0
READMENoVignettesYes · 1 · dynamicNEWSNoCitation fileYes · cites a publicationWebsitenot declared in DESCRIPTION
Help pages
40 (13 internal)includes a package overview page
Examples that run
100%14 run in a plain check
Exported functions with examples
34%
Documented parameters
100%
Return-value docs
75%
Help pages citing references
0%

Downloads

4.4K
CRAN downloads in the past year
Rank #6,462 · ~12/day · ~369/mo
Daily download trend is not available in this view yet.
55730 days
1.3K90 days
4.4K1 year
Compare downloads with other packages →
Also on79 r2u5 autocran

Dependencies

Declared dependencies
10 external dependencies (excludes base and recommended)

Installing OmicsPLS adds 26 packages (13 with compiled code, 16 MB of source tarballs). Heaviest: ggplot2 6.0 MB, isoband 1.5 MB, farver 1.2 MB.

Depends (0)
none
Imports (9)
LinkingTo (0)
none
Enhances (0)
none
Reverse dependencies
1direct
0indirect
Imports 1
Depends, Imports or LinkingTo, most downloaded first

People & History

People (6)
Author, Maintainer since 1.0.1 (2017)
Author · added in 2.1.0
Listed in earlier versions (1)
Zhujie Gu
no longer listed · 2.0.2
Releases (7)

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
  • 2.1.0Latest
    record
    2025-04-01 · current release · diff ↗
  • R
    R 4.4.0 released · 2024-04-24
  • R
    R 4.3.0 released · 2023-04-21
  • R
    R 4.2.0 released · 2022-04-22
  • 2.0.2
    record
    2021-05-19 · diff ↗ ·
    added 12 exports
    crossval_sparsity, cv_lambda_checker, cv_lambda_checker_group, err_back, impute_matrix, lambda_checker, lambda_checker_group, norm_vec, orth_vec, so2m_group, thresh_n, thresh_n_gr
  • R
    R 4.1.0 released · 2021-05-18
  • R
    R 4.0.0 released · 2020-04-24
  • 1.2.0
    record
    2019-07-24 · diff ↗
  • R
    R 3.6.0 released · 2019-04-26
  • R
    R 3.5.0 released · 2018-04-23
  • 1.1.0
    record
    2018-01-22 · diff ↗ ·
    added 1 export
    scores
  • 1.0.3
    record
    2017-08-08 · diff ↗
  • 1.0.2
    record
    2017-07-08 · diff ↗
  • 1.0.1
    record
    2017-05-09
Show 1 earlier eventHide 1 earlier event
  • R
    R 3.4.0 released · 2017-04-21

Package metadata

First published
2017-05-09
Total releases
7 / 9 yrs
License
GPL-3 OSI
Download size
188 KB

Cite

Cite this package

Run in R for the authors' entry:

citation("OmicsPLS")

The package provides a citation file, so citation() returns the authors' own entry.

It points to 10.1186/s12859-018-2371-3.

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 OmicsPLS version 2.1.0 [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.

Report a problem with this page →

Privacy choices

These apply to this browser and are stored on this device only. Nothing about your choice is sent to us.

Read the privacy policy