Data Integration with Two-Way Orthogonal Partial Least Squares
Overview
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
- 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
Documentation
- 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
Dependencies
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.
Code & Tests
People & History
Pick two releases to compare their code metrics.
- RR 4.6.0 released · 2026-04-24
- RR 4.5.0 released · 2025-04-11
- 2.1.0Latest
- RR 4.4.0 released · 2024-04-24
- RR 4.3.0 released · 2023-04-21
- RR 4.2.0 released · 2022-04-22
- 2.0.22021-05-19 · 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 - RR 4.1.0 released · 2021-05-18
- RR 4.0.0 released · 2020-04-24
- 1.2.02019-07-24 · diff ↗
- RR 3.6.0 released · 2019-04-26
- RR 3.5.0 released · 2018-04-23
- 1.1.0
- 1.0.32017-08-08 · diff ↗
- 1.0.22017-07-08 · diff ↗
- 1.0.12017-05-09
Show 1 earlier eventHide 1 earlier event
- RR 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.
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.