mbq/praznik: Collection of Information-Based Feature Selection Filters

A collection of feature selection filters performing greedy optimisation of mutual information-based usefulness criteria, inspired by the overview by Brown, Pocock, Zhao and Lujan (2012) <http://www.jmlr.org/papers/v13/brown12a.html>. Implements, among other, minimum redundancy maximal relevancy ('mRMR') method by Peng, Long and Ding (2005) <doi:10.1109/TPAMI.2005.159>; joint mutual information ('JMI') method by Yang and Moody (1999) <http://papers.nips.cc/paper/1779-data-visualization-and-feature-selection-new-algorithms-for-nongaussian-data>; double input symmetrical relevance ('DISR') method by Meyer and Bontempi (2006) <doi:10.1007/11732242_9> as well as joint mutual information maximisation ('JMIM') method by Bennasar, Hicks and Setchi (2015) <doi:10.1016/j.eswa.2015.07.007>.

Getting started

Package details

AuthorMiron B. Kursa [aut, cre] (<https://orcid.org/0000-0001-7672-648X>)
MaintainerMiron B. Kursa <[email protected]>
LicenseGPL-3
Version5.0.0
URL https://github.com/mbq/praznik
Package repositoryView on GitHub
Installation Install the latest version of this package by entering the following in R:
install.packages("devtools")
library(devtools)
install_github("mbq/praznik")
mbq/praznik documentation built on May 9, 2018, 12:59 a.m.