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Source: r-cran-unbalanced
Maintainer: Debian R Packages Maintainers <r-pkg-team@alioth-lists.debian.net>
Uploaders: Andreas Tille <tille@debian.org>
Section: gnu-r
Testsuite: autopkgtest-pkg-r
Priority: optional
Build-Depends: debhelper-compat (= 13),
dh-r,
r-base-dev,
r-cran-mlr,
r-cran-foreach,
r-cran-doparallel,
r-cran-fnn,
r-cran-rann
Standards-Version: 4.6.0
Vcs-Browser: https://salsa.debian.org/r-pkg-team/r-cran-unbalanced
Vcs-Git: https://salsa.debian.org/r-pkg-team/r-cran-unbalanced.git
Homepage: https://cran.r-project.org/package=unbalanced
Rules-Requires-Root: no
Package: r-cran-unbalanced
Architecture: all
Depends: ${R:Depends},
${misc:Depends}
Recommends: ${R:Recommends}
Suggests: ${R:Suggests}
Description: GNU R racing for unbalanced methods selection
A dataset is said to be unbalanced when the class of interest (minority
class) is much rarer than normal behaviour (majority class). The cost of
missing a minority class is typically much higher that missing a
majority class. Most learning systems are not prepared to cope with
unbalanced data and several techniques have been proposed. This package
implements some of most well-known techniques and propose a racing
algorithm to select adaptively the most appropriate strategy for a given
unbalanced task.
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