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.
|Depends:||R (≥ 3.0.0)|
|Suggests:||FNN, dbscan, igraph|
|Author:||Wacharasak Siriseriwan [aut, cre]|
|Maintainer:||Wacharasak Siriseriwan <wacharasak.s at gmail.com>|
|CRAN checks:||smotefamily results|
|Windows binaries:||r-devel: smotefamily_1.0.zip, r-release: smotefamily_1.0.zip, r-oldrel: smotefamily_1.0.zip|
|OS X El Capitan binaries:||r-release: smotefamily_1.0.tgz|
|OS X Mavericks binaries:||r-oldrel: smotefamily_1.0.tgz|
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