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varrank  

Heuristics Tools Based on Mutual Information for Variable Ranking
View on CRAN: Click here


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

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

Install by package version:
library("remotes")
install_version("varrank", "0.5")



Attach the package and use:
library("varrank")
Maintained by
Annina Cincera
[Scholar Profile | Author Map]
All associated links for this package
First Published: 2018-04-23
Latest Update: 2022-10-12
Description:
A computational toolbox of heuristics approaches for performing variable ranking and feature selection based on mutual information well adapted for multivariate system epidemiology datasets. The core function is a general implementation of the minimum redundancy maximum relevance model. R. Battiti (1994) <doi:10.1109/72.298224>. Continuous variables are discretized using a large choice of rule. Variables ranking can be learned with a sequential forward/backward search algorithm. The two main problems that can be addressed by this package is the selection of the most representative variable within a group of variables of interest (i.e. dimension reduction) and variable ranking with respect to a set of features of interest.
How to cite:
Annina Cincera (2018). varrank: Heuristics Tools Based on Mutual Information for Variable Ranking. R package version 0.5, https://cran.r-project.org/web/packages/varrank. Accessed 02 Feb. 2025.
Previous versions and publish date:
0.1 (2018-04-23 08:27), 0.2 (2018-12-20 09:50), 0.3 (2020-01-29 20:50), 0.4 (2021-04-12 18:50)
Other packages that cited varrank R package
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Other R packages that varrank depends, imports, suggests or enhances
Complete documentation for varrank
Functions, R codes and Examples using the varrank R package
Some associated functions: discretization . entropy-data . mi-data . nassCDS . plot-varrank . print-varrank . summary-varrank . varrank . 
Some associated R codes: infotheo-toolbox.R . internal-toolbox.R . plot-varrank.R . print-varrank.R . summary-varrank.R . varrank-backward.R . varrank-forward.R . varrank.R .  Full varrank package functions and examples
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