praznik

Tools for Information-Based Feature Selection and Scoring

CRAN Package

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.


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Dependencies

  • Suggests1 package
  • Reverse Imports1 package
  • Reverse Suggests5 packages