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smotefamily

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

v1.4.0 · Mar 14, 2024 · GPL (>= 3)

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.

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14 OK
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r-devel-linux-x86_64-debian-clang OK
r-devel-linux-x86_64-debian-gcc OK
r-devel-linux-x86_64-fedora-clang OK
r-devel-linux-x86_64-fedora-gcc OK
r-devel-macos-arm64 OK
r-devel-windows-x86_64 OK
r-oldrel-macos-arm64 OK
r-oldrel-macos-x86_64 OK
r-oldrel-windows-x86_64 OK
r-patched-linux-x86_64 OK
r-release-linux-x86_64 OK
r-release-macos-arm64 OK
r-release-macos-x86_64 OK
r-release-windows-x86_64 OK

Check History

OK 14 OK · 0 NOTE · 0 WARNING · 0 ERROR · 0 FAILURE Mar 10, 2026

Reverse Dependencies (5)

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Dependency Network

Dependencies Reverse dependencies FNN dbscan igraph ebmc npcs sambia scutr mlr3pipelines smotefamily

Version History

new 1.4.0 Mar 10, 2026
updated 1.4.0 ← 1.3.1 diff Mar 13, 2024
updated 1.3.1 ← 1.3 diff May 29, 2019
updated 1.3 ← 1.2 diff Dec 17, 2018
updated 1.2 ← 1.1 diff Jan 29, 2018
updated 1.1 ← 1.0 diff Aug 10, 2017
new 1.0 Sep 7, 2016