Informeasure

DOI: 10.18129/B9.bioc.Informeasure    

R implementation of Information measures

Bioconductor version: Release (3.12)

This package compiles most information measures currently available: mutual information, conditional mutual information, interaction information, partial information decomposition and part mutual information. Using gene expression profile data, all these estimators can be employed to quantify nonlinear dependence between variables in biological regulatory network inference. The first estimator is used to infer bivariate network while the last four estimators are dedicated to analyze trivariate networks.

Author: Chu Pan [aut, cre]

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

Citation (from within R, enter citation("Informeasure")):

Installation

To install this package, start R (version "4.0") and enter:

if (!requireNamespace("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 non-linear dependence between variables in biological regulatory networks from an information theory perspective
PDF   Reference Manual
Text   NEWS

Details

biocViews GeneExpression, Network, NetworkInference, Software
Version 1.0.0
In Bioconductor since BioC 3.12 (R-4.0) (< 6 months)
License GPL-3
Depends R (>= 4.0)
Imports entropy, matrixStats
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_1.0.0.tar.gz
Windows Binary Informeasure_1.0.0.zip
macOS 10.13 (High Sierra) Informeasure_1.0.0.tgz
Source Repository git clone https://git.bioconductor.org/packages/Informeasure
Source Repository (Developer Access) git clone git@git.bioconductor.org:packages/Informeasure
Package Short Url https://bioconductor.org/packages/Informeasure/
Package Downloads Report Download Stats

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