smotefamily: A Collection of Oversampling Techniques for Class Imbalance Problem Based on SMOTE
Version 1.2

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 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]
Date of publication2018-01-30 12:55:53 UTC
MaintainerWacharasak Siriseriwan <[email protected]>
LicenseGPL-2
Version1.2
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 Jan. 30, 2018, 5:05 p.m.