Other packages > Find by keyword >

whitening  

Whitening and High-Dimensional Canonical Correlation Analysis
View on CRAN: Click here


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

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

Install by package version:
library("remotes")
install_version("whitening", "1.4.0")



Attach the package and use:
library("whitening")
Maintained by
Korbinian Strimmer
[Scholar Profile | Author Map]
All associated links for this package
First Published: 2018-03-06
Latest Update: 2022-06-07
Description:
Implements the whitening methods (ZCA, PCA, Cholesky, ZCA-cor, and PCA-cor) discussed in Kessy, Lewin, and Strimmer (2018) "Optimal whitening and decorrelation", <doi:10.1080/00031305.2016.1277159>, as well as the whitening approach to canonical correlation analysis allowing negative canonical correlations described in Jendoubi and Strimmer (2019) "A whitening approach to probabilistic canonical correlation analysis for omics data integration", <doi:10.1186/s12859-018-2572-9>. The package also offers functions to simulate random orthogonal matrices, compute (correlation) loadings and explained variation. It also contains four example data sets (extended UCI wine data, TCGA LUSC data, nutrimouse data, extended pitprops data).
How to cite:
Korbinian Strimmer (2018). whitening: Whitening and High-Dimensional Canonical Correlation Analysis. R package version 1.4.0, https://cran.r-project.org/web/packages/whitening. Accessed 25 Oct. 2026.
Previous versions and publish date:
(2026-07-09 07:00), 1.0.0 (2018-03-06 19:51), 1.1.0 (2018-07-15 00:00), 1.1.1 (2019-01-12 18:10), 1.2.0 (2020-12-06 11:40), 1.3.0 (2021-11-07 19:20)
Other packages that cited whitening R package
View whitening citation profile
Other R packages that whitening depends, imports, suggests or enhances
Complete documentation for whitening
Downloads during the last 30 days

Today's Hot Picks in Authors and Packages

fstcore  
R Bindings to the 'Fstlib' Library
The 'fstlib' library provides multithreaded serialization of compressed data frames using the 'fst' ...
Download / Learn more Package Citations See dependency  
guardianapi  
Access 'The Guardian' Newspaper Open Data API
Access to 'The Guardian' newspaper's open API , containing ...
Download / Learn more Package Citations See dependency  
nlstools  
Tools for Nonlinear Regression Analysis
Several tools for assessing the quality of fit of a gaussian nonlinear model are provided. ...
Download / Learn more Package Citations See dependency  
quickcode  
Quick and Essential 'R' Tricks for Better Scripts
The NOT functions, 'R' tricks and a compilation of some simple quick plus often used 'R' codes to im ...
Download / Learn more Package Citations See dependency  
CTT  
Classical Test Theory Functions
A collection of common test and item analyses from a classical test theory (CTT) framework. Analyses ...
Download / Learn more Package Citations See dependency  
imputeTS  
Time Series Missing Value Imputation
Imputation (replacement) of missing values in univariate time series. Offers several imputation fu ...
Download / Learn more Package Citations See dependency  

29,218

R Packages

247,686

Dependencies

77,281

Author Associations

29,219

Publication Badges

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