smotefamily: A Collection of Oversampling Techniques for Class Imbalance Problem Based on SMOTE
Version 1.0

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. (see for more information) Other techniques adopt this concept with other criteria in order to generate balanced dataset for class imbalance problem.

AuthorWacharasak Siriseriwan [aut, cre]
Date of publication2016-09-08 07:33:52
MaintainerWacharasak Siriseriwan <wacharasak.s@gmail.com>
LicenseGPL-2
Version1.0
Package repositoryView on CRAN
InstallationInstall the latest version of this package by entering the following in R:
install.packages("smotefamily")

Popular man pages

adas: Adaptive Synthetic Sampling Approach for Imbalanced Learning
ANS: Adaptive Neighbor Synthetic Majority Oversampling TEchnique
BLSMOTE: Borderline-SMOTE
DBSMOTE: Density-based SMOTE
RSLS: Relocating Safe-level SMOTE
SLS: Safe-level SMOTE
SMOTE: Synthetic Minority Oversampling TEchnique
See all...

All man pages Function index File listing

Man pages

adas: Adaptive Synthetic Sampling Approach for Imbalanced Learning
ANS: Adaptive Neighbor Synthetic Majority Oversampling TEchnique
BLSMOTE: Borderline-SMOTE
DBSMOTE: Density-based SMOTE
gap: The function to provide a random number which is used as a...
kncount: Counting the number of each class in K nearest neighbor
knearest: The function to find n_clust nearest neighbors of each...
n_dup_max: The function to calculate the maximum round each sampling is...
RSLS: Relocating Safe-level SMOTE
sample_generator: The function to generate 2-dimensional dataset
SLS: Safe-level SMOTE
SMOTE: Synthetic Minority Oversampling TEchnique

Functions

ADAS Man page Source code
ANS Man page Source code
BLSMOTE Man page Source code
DBSMOTE Man page Source code
RSLS Man page Source code
SLS Man page Source code
SMOTE Man page Source code
gap Man page Source code
kncount Man page Source code
knearest Man page Source code
n_dup_max Man page Source code
sample_generator Man page Source code

Files

NAMESPACE
R
R/DBSMOTE.R
R/RSLS.R
R/n_dup_max.R
R/sample_generator.R
R/adas.r
R/BLSMOTE.R
R/ANS.R
R/knearest.R
R/SLS.R
R/gap.R
R/kncount.R
R/SMOTE.R
MD5
DESCRIPTION
man
man/SMOTE.Rd
man/adas.Rd
man/RSLS.Rd
man/ANS.Rd
man/SLS.Rd
man/gap.Rd
man/DBSMOTE.Rd
man/n_dup_max.Rd
man/sample_generator.Rd
man/knearest.Rd
man/kncount.Rd
man/BLSMOTE.Rd
smotefamily documentation built on May 19, 2017, 9:50 a.m.

Questions? Problems? Suggestions? Tweet to @rdrrHQ or email at ian@mutexlabs.com.

Please suggest features or report bugs in the GitHub issue tracker.

All documentation is copyright its authors; we didn't write any of that.