praznik: Tools for Information-Based Feature Selection and Scoring

A toolbox of fast, native and parallel implementations of various information-based importance criteria estimators and feature selection filters based on them, inspired by the overview by Brown, Pocock, Zhao and Lujan (2012) <https://www.jmlr.org/papers/v13/brown12a.html>. Contains, 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) <https://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>.

Version:	11.0.0
Depends:	R (≥ 2.10)
Suggests:	testthat (≥ 3.0.0)
Published:	2022-05-20
DOI:	10.32614/CRAN.package.praznik
Author:	Miron B. Kursa [aut, cre]
Maintainer:	Miron B. Kursa <m at mbq.me>
BugReports:	https://gitlab.com/mbq/praznik/-/issues
License:	GPL-3
URL:	https://gitlab.com/mbq/praznik
NeedsCompilation:	yes
Citation:	praznik citation info
Materials:	NEWS
CRAN checks:	praznik results

Documentation:

Reference manual:

praznik.pdf

Downloads:

Package source:	praznik_11.0.0.tar.gz
Windows binaries:	r-devel: praznik_11.0.0.zip, r-release: praznik_11.0.0.zip, r-oldrel: praznik_11.0.0.zip
macOS binaries:	r-release (arm64): praznik_11.0.0.tgz, r-oldrel (arm64): praznik_11.0.0.tgz, r-release (x86_64): praznik_11.0.0.tgz, r-oldrel (x86_64): praznik_11.0.0.tgz
Old sources:	praznik archive

Reverse dependencies:

Reverse imports:	KnowSeq, plsVarSel
Reverse suggests:	familiar, mlr, mlr3filters, mlrCPO, sense

Linking:

Please use the canonical form https://CRAN.R-project.org/package=praznik to link to this page.