Source: r-cran-rose Maintainer: Debian R Packages Maintainers Uploaders: Andreas Tille Section: gnu-r Testsuite: autopkgtest-pkg-r Priority: optional Build-Depends: debhelper-compat (= 13), dh-r, r-base-dev Standards-Version: 4.6.0 Vcs-Browser: https://salsa.debian.org/r-pkg-team/r-cran-rose Vcs-Git: https://salsa.debian.org/r-pkg-team/r-cran-rose.git Homepage: https://cran.r-project.org/package=ROSE Rules-Requires-Root: no Package: r-cran-rose Architecture: all Depends: ${R:Depends}, ${misc:Depends} Recommends: ${R:Recommends} Suggests: ${R:Suggests} Description: GNU R random over-sampling examples Functions to deal with binary classification problems in the presence of imbalanced classes. Synthetic balanced samples are generated according to ROSE (Menardi and Torelli, 2013). Functions that implement more traditional remedies to the class imbalance are also provided, as well as different metrics to evaluate a learner accuracy. These are estimated by holdout, bootstrap or cross-validation methods.