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>.

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Description file content

Package
praznik
Type
Package
Title
Collection of Information-Based Feature Selection Filters
Version
5.0.0
Depends
R (>= 2.10)
License
GPL-3
Description
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) . Implements, among other, minimum redundancy maximal relevancy ('mRMR') method by Peng, Long and Ding (2005) ; joint mutual information ('JMI') method by Yang and Moody (1999) ; double input symmetrical relevance ('DISR') method by Meyer and Bontempi (2006) as well as joint mutual information maximisation ('JMIM') method by Bennasar, Hicks and Setchi (2015) .
BugReports
https://github.com/mbq/praznik/issues
URL
RoxygenNote
6.0.1.9000
Suggests
testthat
Encoding
UTF-8
NeedsCompilation
yes
Packaged
2018-05-08 15:21:11 UTC; mbq
Author
Miron B. Kursa [aut, cre] ()
Maintainer
Miron B. Kursa
Repository
CRAN
Date/Publication
2018-05-08 15:43:35 UTC

install.packages('praznik')

5.0.0

10 months ago

https://github.com/mbq/praznik

Miron B. Kursa

GPL-3

Depends on

R (>= 2.10)

Suggests

testthat

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