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 16 Jul. 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

Rnmr1D  
Perform the Complete Processing of a Set of Proton Nuclear Magnetic Resonance Spectra
Perform the complete processing of a set of proton nuclear magnetic resonance spectra from the free ...
Download / Learn more Package Citations See dependency  
tarchetypes  
Archetypes for Targets
Function-oriented Make-like declarative pipelines for Statistics and data science are supported in t ...
Download / Learn more Package Citations See dependency  
tibble  
Simple Data Frames
Provides a 'tbl_df' class (the 'tibble') with stricter checking and better formatting than the tradi ...
Download / Learn more Package Citations See dependency  
schoolmath  
Functions and Datasets for Math Used in School
Contains functions and datasets for math taught in school. A main focus is set to prime-calculation. ...
Download / Learn more Package Citations See dependency  
stevedata  
Steve's Toy Data for Teaching About a Variety of Methodological, Social, and Political Topics
This is a collection of various kinds of data with broad uses for teaching. My students, and academ ...
Download / Learn more Package Citations See dependency  
wordnet  
WordNet Interface
An interface to WordNet using the Jawbone Java API to WordNet. WordNet (< ...
Download / Learn more Package Citations See dependency  

27,806

R Packages

239,283

Dependencies

73,837

Author Associations

27,807

Publication Badges

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