Other packages > Find by keyword >

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]
All associated links for this package
First Published: 2016-09-08
Latest Update: 2024-03-14
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 14 Jul. 2026.
Previous versions and publish date:
(2026-07-09 07:05), 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
Downloads during the last 30 days

Today's Hot Picks in Authors and Packages

maGUI  
A Graphical User Interface for Microarray Data Analysis and Annotation
Provides a comprehensive graphical user interface for analysis of Affymetrix, Agilent, Illumina, Nim ...
Download / Learn more Package Citations See dependency  
surveyCV  
Cross Validation Based on Survey Design
Functions to generate K-fold cross validation (CV) folds and CV test error estimates that take into ...
Download / Learn more Package Citations See dependency  
quickcode  
Quick and Essential 'R' Tricks for Better Scripts
The NOT functions, 'R' tricks and a compilation of some simple quick plus often used 'R' codes to im ...
Download / Learn more Package Citations See dependency  
pps  
PPS Sampling
Functions to select samples using PPS (probability proportional to size) sampling. The package also ...
Download / Learn more Package Citations See dependency  
AutoWeatherIndices  
Calculating Weather Indices
Weather indices are formed from weather variables in this package. The users can input any number of ...
Download / Learn more Package Citations See dependency  

27,806

R Packages

236,180

Dependencies

73,837

Author Associations

27,807

Publication Badges

© Copyright since 2022. All right reserved, rpkg.net.  Based in Cambridge, Massachusetts, USA