Other packages > Find by keyword >

OmicsPLS  

Data Integration with Two-Way Orthogonal Partial Least Squares
View on CRAN: Click here


Download and install OmicsPLS package within the R console
Install from CRAN:
install.packages("OmicsPLS")

Install from Github:
library("remotes")
install_github("cran/OmicsPLS")

Install by package version:
library("remotes")
install_version("OmicsPLS", "2.1.0")



Attach the package and use:
library("OmicsPLS")
Maintained by
Said el Bouhaddani
[Scholar Profile | Author Map]
All associated links for this package
First Published: 2017-05-09
Latest Update: 2025-04-01
Description:
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) , and Trygg and Wold (2003) . It also performs Sparse Group (Penalized) O2PLS, see Gu et al (2020) and cross-validation for the degree of sparsity.
How to cite:
Said el Bouhaddani (2017). OmicsPLS: Data Integration with Two-Way Orthogonal Partial Least Squares. R package version 2.1.0, https://cran.r-project.org/web/packages/OmicsPLS. Accessed 06 Mar. 2026.
Previous versions and publish date:
1.0.1 (2017-05-09 09:15), 1.0.2 (2017-07-08 23:18), 1.0.3 (2017-08-08 01:29), 1.1.0 (2018-01-22 12:52), 1.2.0 (2019-07-24 23:30), 2.0.2 (2021-05-19 11:40)
Other packages that cited OmicsPLS R package
View OmicsPLS citation profile
Other R packages that OmicsPLS depends, imports, suggests or enhances
Complete documentation for OmicsPLS
Downloads during the last 30 days

Today's Hot Picks in Authors and Packages

r2resize  
In-Text Resize for Images, Tables and Fancy Resize Containers in 'shiny', 'rmarkdown' and 'quarto' Documents
Automatic resizing toolbar for containers, images and tables. Various resizable or expandable contai ...
Download / Learn more Package Citations See dependency  
EMVS  
The Expectation-Maximization Approach to Bayesian Variable Selection
An efficient expectation-maximization algorithm for fitting Bayesian spike-and-slab regularization p ...
Download / Learn more Package Citations See dependency  
mlr3viz  
Visualizations for 'mlr3'
Visualization package of the 'mlr3' ecosystem. It features plots for mlr3 objects such as tasks, le ...
Download / Learn more Package Citations See dependency  
DatabionicSwarm  
Swarm Intelligence for Self-Organized Clustering
Algorithms implementing populations of agents that interact with one another and sense their environ ...
Download / Learn more Package Citations See dependency  
openxlsx  
Read, Write and Edit xlsx Files
Simplifies the creation of Excel .xlsx files by providing a high level interface to writing, stylin ...
Download / Learn more Package Citations See dependency  
solitude  
An Implementation of Isolation Forest
Isolation forest is anomaly detection method introduced by the paper Isolation based Anomaly Detecti ...
Download / Learn more Package Citations See dependency  

26,264

R Packages

223,360

Dependencies

70,244

Author Associations

26,265

Publication Badges

© Copyright since 2022. All right reserved, rpkg.net.  Based in Cambridge, Massachusetts, USA