Ensemble of Phalanxes

An ensemble method for the statistical detection of a rare class in two-class classification problems. The method uses an ensemble of classifiers where the constituent models of the ensemble use disjoint subsets (phalanxes) of explanatory variables. We provide an implementation of the phalanx-formation algorithm. Please see Tomal et al. (2015) , Tomal et al. (2016) , and Tomal et al. (2019) for more details.


Reference manual

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1.0.4 by Jabed Tomal, 5 months ago

Browse source code at https://github.com/cran/EPX

Authors: Jabed Tomal [aut, cre] , Grace Hsu [aut] , William Welch [aut] , Marcia Wang [ctb]

Documentation:   PDF Manual  

GPL-3 license

Imports nnet, doParallel, rngtools

Depends on foreach, randomForest, doRNG

Suggests knitr, rmarkdown, testthat

See at CRAN