OmicsPLS
2.1.0Data 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
- OK2026-08-0513 OK · 0 NOTE · 0 WARNING · 0 ERROR · 0 FAILURE
- NOTE2026-08-0112 OK · 1 NOTE · 0 WARNING · 0 ERROR · 0 FAILURE
- OK2026-05-1213 OK · 0 NOTE · 0 WARNING · 0 ERROR · 0 FAILURE
- ERROR2026-05-0912 OK · 0 NOTE · 0 WARNING · 1 ERROR · 0 FAILURE
- OK2026-03-1014 OK · 0 NOTE · 0 WARNING · 0 ERROR · 0 FAILURE
Documentation
- Examples that run
- 100%
- Documented parameters
- 100%
- Return-value docs
- 75%
- References docs
- 0%
Downloads
Dependencies
Code & Tests
People & History
7 releases. Pick two to compare their code metrics. R releases are shown for context.
- 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 ↗
- 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
- 1.1.02018-01-22 · diff ↗
- 1.0.32017-08-08 · diff ↗
- 1.0.22017-07-08 · diff ↗
- 1.0.12017-05-09
Show 1 earlier events
- 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
- Installed size
- not tracked yet
- With dependencies
- not tracked yet
Cite
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