imbalance: Preprocessing Algorithms for Imbalanced Datasets
Version 1.0.0

Class imbalance usually damages the performance of classifiers. Thus, it is important to treat data before applying a classifier algorithm. This package includes recent resampling algorithms in the literature: (Barua et al. 2014) ; (Das et al. 2015) , (Zhang et al. 2014) ; (Gao et al. 2014) ; (Almogahed et al. 2014) . It also includes an useful interface to perform oversampling.

Package details

AuthorIgnacio Cordón [aut, cre], Salvador García [aut], Alberto Fernández [aut], Francisco Herrera [aut]
Date of publication2018-02-18 17:06:30 UTC
MaintainerIgnacio Cordón <[email protected]>
LicenseGPL (>= 2) | file LICENSE
Version1.0.0
URL http://github.com/ncordon/imbalance
Package repositoryView on CRAN
Installation Install the latest version of this package by entering the following in R:
install.packages("imbalance")

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imbalance documentation built on Feb. 19, 2018, 1:03 a.m.