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 |
| 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:
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