smotefamily (version 1.4.0)

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. Other techniques adopt this concept with other criteria in order to generate balanced dataset for class imbalance problem.

Copy Link

Version

Down Chevron

Install

install.packages('smotefamily')

Monthly Downloads

8,368

Version

1.4.0

License

GPL (>= 3)

Last Published

March 14th, 2024

Functions in smotefamily (1.4.0)