Other packages > Find by keyword >

PearsonICA  

Independent Component Analysis using Score Functions from the Pearson System
View on CRAN: Click here


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

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

Install by package version:
library("remotes")
install_version("PearsonICA", "1.2-5")



Attach the package and use:
library("PearsonICA")
Maintained by
Juha Karvanen
[Scholar Profile | Author Map]
All associated links for this package
First Published: 2006-06-29
Latest Update: 2022-02-21
Description:
The Pearson-ICA algorithm is a mutual information-based method for blind separation of statistically independent source signals. It has been shown that the minimization of mutual information leads to iterative use of score functions, i.e. derivatives of log densities. The Pearson system allows adaptive modeling of score functions. The flexibility of the Pearson system makes it possible to model a wide range of source distributions including asymmetric distributions. The algorithm is designed especially for problems with asymmetric sources but it works for symmetric sources as well.
How to cite:
Juha Karvanen (2006). PearsonICA: Independent Component Analysis using Score Functions from the Pearson System. R package version 1.2-5, https://cran.r-project.org/web/packages/PearsonICA. Accessed 08 Oct. 2026.
Previous versions and publish date:
(2026-07-09 08:17), 1.2-2 (2006-06-29 10:37), 1.2-3 (2008-10-10 16:21), 1.2-4 (2009-06-29 11:39)
Other packages that cited PearsonICA R package
View PearsonICA citation profile
Other R packages that PearsonICA depends, imports, suggests or enhances
Complete documentation for PearsonICA
Functions, R codes and Examples using the PearsonICA R package
Some associated functions: PearsonICA . PearsonICAdemo . 
Some associated R codes: PearsonICA.R .  Full PearsonICA package functions and examples
Downloads during the last 30 days

Today's Hot Picks in Authors and Packages

shinymodels  
Interactive Assessments of Models
Launch a 'shiny' application for 'tidymodels' results. For classification or regression models, the ...
Download / Learn more Package Citations See dependency  
eDMA  
Dynamic Model Averaging with Grid Search
Perform dynamic model averaging with grid search as in Dangl and Halling (2012) ...
Download / Learn more Package Citations See dependency  
imguR  
An Imgur.com API Client Package
A complete API client for the image hosting service Imgur.com, including the an imgur graphics devic ...
Download / Learn more Package Citations See dependency  
nextGenShinyApps  
Craft Exceptional 'R Shiny' Applications and Dashboards with Novel Responsive Tools
Nove responsive tools for designing and developing 'Shiny' dashboards and applications. The scripts ...
Download / Learn more Package Citations See dependency  
kriens  
Continuation Passing Style Development
Provides basic functions for Continuation-Passing Style development. ...
Download / Learn more Package Citations See dependency  

28,989

R Packages

247,686

Dependencies

76,495

Author Associations

28,990

Publication Badges

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