smotefamily: A Collection of Oversampling Techniques for Class Imbalance Problem Based on SMOTE

A collection of various oversampling techniques developed from SMOTE is provided. SMOTE is a oversampling technique which synthesizes a new minority instance between a pair of one minority instance and one of its K nearest neighbor. (see <https://www.jair.org/media/953/live-953-2037-jair.pdf> for more information) Other techniques adopt this concept with other criteria in order to generate balanced dataset for class imbalance problem.

Getting started

Package details

AuthorWacharasak Siriseriwan [aut, cre]
MaintainerWacharasak Siriseriwan <[email protected]>
LicenseGPL-2
Version1.3
Package repositoryView on CRAN
Installation Install the latest version of this package by entering the following in R:
install.packages("smotefamily")

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smotefamily documentation built on May 2, 2019, 11:02 a.m.