DESCRIPTION 1.5 KB

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  1. Package: praznik
  2. Type: Package
  3. Title: Collection of Information-Based Feature Selection Filters
  4. Version: 5.0.0
  5. Depends: R (>= 2.10)
  6. Authors@R: c(
  7. person(
  8. c("Miron","B."),"Kursa",
  9. role=c("aut","cre"),
  10. email="M.Kursa@icm.edu.pl",
  11. comment=c(ORCID="0000-0001-7672-648X")
  12. )
  13. )
  14. License: GPL-3
  15. 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) <http://www.jmlr.org/papers/v13/brown12a.html>.
  16. 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>.
  17. BugReports: https://github.com/mbq/praznik/issues
  18. URL: https://github.com/mbq/praznik
  19. RoxygenNote: 6.0.1.9000
  20. Suggests: testthat
  21. Encoding: UTF-8
  22. NeedsCompilation: yes
  23. Packaged: 2018-03-06 18:36:42 UTC; mbq
  24. Author: Miron B. Kursa [aut, cre] (<https://orcid.org/0000-0001-7672-648X>)
  25. Maintainer: Miron B. Kursa <M.Kursa@icm.edu.pl>
  26. Repository: CRAN
  27. Date/Publication: 2018-03-06 22:49:09 UTC