Package: imbalanceKit
Type: Package
Title: Resampling Methods and Tools for Imbalanced Classification
Version: 0.1.0
Authors@R: 
    c(person("Fatih", "Saglam", email = "saglamf89@gmail.com", 
    role = c("aut", "cre"), 
    comment = c(ORCID = "0000-0002-2084-2008")))
Description: A collection of resampling methods for class imbalance in
        classification problems. Includes the oversampling methods
        SMOTE with boosting (SMOTEWB) by F. Sağlam and M. A. Cengiz
        (2022) <doi:10.1016/j.eswa.2022.117023>, Markov chain SMOTE
        (MCSMOTE) by F. Sağlam and M. A. Cengiz (2025)
        <doi:10.1016/j.asoc.2025.113906>, uncertainty guided
        oversampling (UGO) by F. Sağlam and M. A. Cengiz (2026)
        <doi:10.1016/j.knosys.2026.115886>, and bi-directional SMOTE
        (BiSMOTE) by F. Sağlam and U. Yamak (2027)
        <doi:10.1016/j.eswa.2026.134648>, and the data relocation
        approach DatRel by F. Sağlam (2025)
        <doi:10.1007/s10994-025-06755-8>, together with commonly used
        alternatives such as SMOTE, ADASYN, Borderline-SMOTE,
        Safe-Level-SMOTE, geometric SMOTE, random oversampling and
        undersampling. The methods share the same interface: they take
        a feature matrix and a factor class variable and return the
        resampled data together with the synthetic samples.
Depends: R (>= 4.0.0)
Imports: stats, utils, FNN, rpart, Rfast
Suggests: randomForest, nnet, testthat (>= 3.0.0)
License: MIT + file LICENSE
Encoding: UTF-8
Config/testthat/edition: 3
Config/roxygen2/version: 8.1.0
NeedsCompilation: no
Packaged: 2026-11-13 18:35:32 UTC; root
Author: Fatih Saglam [aut, cre] (ORCID:
        <https://orcid.org/0000-0002-2084-2008>)
Maintainer: Fatih Saglam <saglamf89@gmail.com>
Repository: https://cran.r-universe.dev
Date/Publication: 2026-11-13 17:54:54 UTC
RemoteUrl: https://github.com/cran/imbalanceKit
RemoteRef: HEAD
RemoteSha: 87977a452a7ccdeab6619fb86ef1885804b849cf