Package: smotefamily 1.4.0

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

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.

Authors:Wacharasak Siriseriwan [aut, cre]

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smotefamily.pdf |smotefamily.html
smotefamily/json (API)

# Install 'smotefamily' in R:
install.packages('smotefamily', repos = c('https://reddertar.r-universe.dev', 'https://cloud.r-project.org'))

Peer review:

On CRAN:

This package does not link to any Github/Gitlab/R-forge repository. No issue tracker or development information is available.

6.08 score 2 stars 8 packages 490 scripts 17k downloads 3 mentions 12 exports 15 dependencies

Last updated 8 months agofrom:7161753bea. Checks:OK: 7. Indexed: yes.

TargetResultDate
Doc / VignettesOKNov 21 2024
R-4.5-winOKNov 21 2024
R-4.5-linuxOKNov 21 2024
R-4.4-winOKNov 21 2024
R-4.4-macOKNov 21 2024
R-4.3-winOKNov 21 2024
R-4.3-macOKNov 21 2024

Exports:ADASANSBLSMOTEDBSMOTEgapkncountknearestn_dup_maxRSLSsample_generatorSLSSMOTE

Dependencies:clicpp11dbscanFNNgenericsglueigraphlatticelifecyclemagrittrMatrixpkgconfigRcpprlangvctrs