Informeasure

DOI: 10.18129/B9.bioc.Informeasure  

R implementation of Information measures

Bioconductor version: Release (3.16)

This package compiles most of the information measures currently available: mutual information, conditional mutual information, interaction information, partial information decomposition and part mutual information. All of these estimators can be used to quantify nonlinear dependence between variables in (biological regulatory) network inference. The first estimator is used to infer bivariate networks while the last four estimators are dedicated to analysis of trivariate networks.

Author: Chu Pan [aut, cre]

Maintainer: Chu Pan <chu.pan at hnu.edu.cn>

Installation

To install this package, start R (version "4.2") and enter:

if (!require("BiocManager", quietly = TRUE))
    install.packages("BiocManager")

BiocManager::install("Informeasure")

For older versions of R, please refer to the appropriate Bioconductor release.

Documentation

To view documentation for the version of this package installed in your system, start R and enter:

browseVignettes("Informeasure")

 

HTML	R Script	Informeasure: a tool to quantify nonlinear dependence between variables in biological regulatory networks from an information theory perspective
PDF		Reference Manual
Text		NEWS

Details

biocViews	GeneExpression, Network, NetworkInference, Software
Version	1.8.0
In Bioconductor since	BioC 3.12 (R-4.0) (2.5 years)
License	GPL-3
Depends	R (>= 4.0)
Imports	entropy
LinkingTo
Suggests	knitr, rmarkdown, testthat, SummarizedExperiment
SystemRequirements
Enhances
URL	https://github.com/chupan1218/Informeasure
BugReports	https://github.com/chupan1218/Informeasure/issues
Depends On Me
Imports Me
Suggests Me
Links To Me
Build Report

Package Archives

Follow Installation instructions to use this package in your R session.

Source Package	Informeasure_1.8.0.tar.gz
Windows Binary	Informeasure_1.8.0.zip
macOS Binary (x86_64)	Informeasure_1.8.0.tgz
macOS Binary (arm64)	Informeasure_1.8.0.tgz
Source Repository	git clone https://git.bioconductor.org/packages/Informeasure
Source Repository (Developer Access)	git clone git@git.bioconductor.org:packages/Informeasure
Bioc Package Browser	https://code.bioconductor.org/browse/Informeasure/
Package Short Url	https://bioconductor.org/packages/Informeasure/
Package Downloads Report	Download Stats