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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 |
Reference manual: | praznik.pdf |
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 imports: | KnowSeq, plsVarSel |
Reverse suggests: | familiar, mlr, mlr3filters, mlrCPO, sense |
Please use the canonical form https://CRAN.R-project.org/package=praznik to link to this page.
These binaries (installable software) and packages are in development.
They may not be fully stable and should be used with caution. We make no claims about them.