smotefamily (version 1.3.1)

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

Description

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.

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Install

install.packages('smotefamily')

Monthly Downloads

2,208

Version

1.3.1

License

GPL (>= 3)

Last Published

May 30th, 2019

Functions in smotefamily (1.3.1)