[R-pkg-team] Bug#995314: ITP: r-cran-themis -- GNU R extra recipes steps for dealing with unbalanced data

Andreas Tille tille at debian.org
Wed Sep 29 16:20:35 BST 2021


Package: wnpp
Severity: wishlist

Subject: ITP: r-cran-themis -- GNU R extra recipes steps for dealing with unbalanced data
Package: wnpp
Owner: Andreas Tille <tille at debian.org>
Severity: wishlist

* Package name    : r-cran-themis
  Version         : 0.1.4
  Upstream Author : Emil Hvitfeldt
* URL             : https://cran.r-project.org/package=themis
* License         : MIT
  Programming Lang: GNU R
  Description     : GNU R extra recipes steps for dealing with unbalanced data
 A dataset with an uneven number of cases in each
 class is said to be unbalanced. Many models produce a subpar
 performance on unbalanced datasets. A dataset can be balanced by
 increasing the number of minority cases using SMOTE 2011
 <arXiv:1106.1813>, BorderlineSMOTE 2005 <doi:10.1007/11538059_91> and
 ADASYN 2008 <https://ieeexplore.ieee.org/document/4633969>. Or by
 decreasing the number of majority cases using NearMiss 2003
 <https://www.site.uottawa.ca/~nat/Workshop2003/jzhang.pdf> or Tomek
 link removal 1976 <https://ieeexplore.ieee.org/document/4309452>.

Remark: This package is maintained by Debian R Packages Maintainers at
   https://salsa.debian.org/r-pkg-team/r-cran-themis



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