EPX: 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) <doi:10.1214/14-AOAS778>, Tomal et al. (2016) <doi:10.1021/acs.jcim.5b00663>, and Tomal et al. (2019) <arXiv:1706.06971> for more details.

Package details

AuthorJabed Tomal [aut, cre], Grace Hsu [aut], William Welch [aut], Marcia Wang [ctb]
MaintainerJabed Tomal <jtomal@tru.ca>
Package repositoryView on CRAN
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EPX documentation built on July 7, 2021, 1:06 a.m.