[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
More information about the R-pkg-team
mailing list