CRAN/E | smotefamily

smotefamily

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

Installation

About

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.

Key Metrics

Version 1.4.0
R ≥ 3.0.0
Published 2024-03-14 45 days ago
Needs compilation? no
License GPL (≥ 3)
CRAN checks smotefamily results

Downloads

Yesterday 260 0%
Last 7 days 1.743 -11%
Last 30 days 7.706 -8%
Last 90 days 22.644 +3%
Last 365 days 58.639 +68%

Maintainer

Maintainer

Wacharasak Siriseriwan

wacharasak.s@gmail.com

Authors

Wacharasak Siriseriwan

aut / cre

Material

Reference manual
Package source

macOS

r-release

arm64

r-oldrel

arm64

r-release

x86_64

Windows

r-devel

x86_64

r-release

x86_64

r-oldrel

x86_64

Old Sources

smotefamily archive

Depends

R ≥ 3.0.0

Imports

FNN
dbscan
igraph

Reverse Imports

aifeducation
ebmc
imbalance
npcs
sambia
scutr
tspredit

Reverse Suggests

mlr3pipelines