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smotefamily  

A Collection of Oversampling Techniques for Class Imbalance Problem Based on SMOTE
View on CRAN: Click here


Download and install smotefamily package within the R console
Install from CRAN:
install.packages("smotefamily")

Install from Github:
library("remotes")
install_github("cran/smotefamily")

Install by package version:
library("remotes")
install_version("smotefamily", "1.4.0")



Attach the package and use:
library("smotefamily")
Maintained by
Wacharasak Siriseriwan
[Scholar Profile | Author Map]
First Published: 2016-09-08
Latest Update: 2019-05-30
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.
How to cite:
Wacharasak Siriseriwan (2016). smotefamily: A Collection of Oversampling Techniques for Class Imbalance Problem Based on SMOTE. R package version 1.4.0, https://cran.r-project.org/web/packages/smotefamily. Accessed 25 Apr. 2025.
Previous versions and publish date:
1.0 (2016-09-08 07:33), 1.1 (2017-08-11 06:06), 1.2 (2018-01-30 13:55), 1.3.1 (2019-05-30 09:30), 1.3 (2018-12-18 12:20)
Other packages that cited smotefamily R package
View smotefamily citation profile
Other R packages that smotefamily depends, imports, suggests or enhances
Complete documentation for smotefamily
Functions, R codes and Examples using the smotefamily R package
Some associated functions: ANS . BLSMOTE . DBSMOTE . RSLS . SLS . SMOTE . adas . gap . kncount . knearest . n_dup_max . sample_generator . smotefamily-package . 
Some associated R codes: ANS.R . BLSMOTE.R . DBSMOTE.R . RSLS.R . SLS.R . SMOTE.R . gap.R . kncount.R . knearest.R . n_dup_max.R . sample_generator.R .  Full smotefamily package functions and examples
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