Package: SMOTEWB
Type: Package
Title: Imbalanced Resampling using SMOTE with Boosting (SMOTEWB)
Version: 1.2.6
Authors@R: 
        c(person("Fatih", "Saglam", email = "saglamf89@gmail.com", 
        role = c("aut", "cre"), 
        comment = c(ORCID = "0000-0002-2084-2008")))
Description: Provides the SMOTE with boosting (SMOTEWB) algorithm, where SMOTE
      is the synthetic minority over-sampling technique. See
      F. Sağlam, M. A. Cengiz (2022) <doi:10.1016/j.eswa.2022.117023>. It is a
      SMOTE-based resampling technique which creates synthetic data on the links
      between nearest neighbors. SMOTEWB uses boosting weights to determine where
      to generate new samples and automatically decides the number of neighbors
      for each sample. It is robust to noise and outperforms most of the
      alternatives according to Matthew Correlation Coefficient metric.
      Alternative resampling methods are also available in the package.
      This package is superseded by the 'imbalanceKit' package, which contains
      all of its methods and more.
Depends: R (>= 4.5)
Imports: stats, FNN, RANN, rpart, Rfast
Suggests:
License: MIT + file LICENSE
Encoding: UTF-8
URL: https://CRAN.R-project.org/package=imbalanceKit
Config/roxygen2/version: 8.1.1
NeedsCompilation: no
Packaged: 2026-11-13 19:55:30 UTC; sagla
Author: Fatih Saglam [aut, cre] (ORCID:
    <https://orcid.org/0000-0002-2084-2008>)
Maintainer: Fatih Saglam <saglamf89@gmail.com>
Repository: CRAN
Date/Publication: 2026-11-13 21:00:02 UTC
Built: R 4.5.3; ; 2026-11-14 00:52:07 UTC; windows
