Package: SMOTEWB
Type: Package
Title: Imbalanced Resampling using SMOTE with Boosting (SMOTEWB)
Version: 1.2.5
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. 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.
Depends: R (>= 4.5)
Imports: stats, FNN, RANN, rpart, Rfast
Suggests:
License: MIT + file LICENSE
Encoding: UTF-8
RoxygenNote: 7.3.2
Config/pak/sysreqs: cmake
Repository: https://fatihsaglam.r-universe.dev
Date/Publication: 2025-10-20 05:08:09 UTC
RemoteUrl: https://github.com/fatihsaglam/smotewb
RemoteRef: HEAD
RemoteSha: 164af2621cae2b5975eea1b940deb7941a95120f
NeedsCompilation: no
Packaged: 2026-10-15 06:54:35 UTC; root
Author: Fatih Saglam [aut, cre] (ORCID:
    <https://orcid.org/0000-0002-2084-2008>)
Maintainer: Fatih Saglam <saglamf89@gmail.com>