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.
| Version: | 1.1 |
| Depends: | R (≥ 3.0.0) |
| Suggests: | FNN, dbscan, igraph |
| Published: | 2017-08-11 |
| Author: | Wacharasak Siriseriwan [aut, cre] |
| Maintainer: | Wacharasak Siriseriwan <wacharasak.s at gmail.com> |
| License: | GPL-2 |
| NeedsCompilation: | no |
| CRAN checks: | smotefamily results |
| Reference manual: | smotefamily.pdf |
| Package source: | smotefamily_1.1.tar.gz |
| Windows binaries: | r-devel: smotefamily_1.1.zip, r-release: smotefamily_1.1.zip, r-oldrel: smotefamily_1.1.zip |
| OS X El Capitan binaries: | r-release: smotefamily_1.1.tgz |
| OS X Mavericks binaries: | r-oldrel: smotefamily_1.1.tgz |
| Old sources: | smotefamily archive |
Please use the canonical form https://CRAN.R-project.org/package=smotefamily to link to this page.