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ROSE

Random Over-Sampling Examples

v0.0-4 · Jun 14, 2021 · GPL-2

Description

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.

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CRAN Check Status

2 NOTE
12 OK
Show all 14 flavors
Flavor Status
r-devel-linux-x86_64-debian-clang NOTE
r-devel-linux-x86_64-debian-gcc NOTE
r-devel-linux-x86_64-fedora-clang OK
r-devel-linux-x86_64-fedora-gcc OK
r-devel-macos-arm64 OK
r-devel-windows-x86_64 OK
r-oldrel-macos-arm64 OK
r-oldrel-macos-x86_64 OK
r-oldrel-windows-x86_64 OK
r-patched-linux-x86_64 OK
r-release-linux-x86_64 OK
r-release-macos-arm64 OK
r-release-macos-x86_64 OK
r-release-windows-x86_64 OK
Check details (14 non-OK)
NOTE r-devel-linux-x86_64-debian-clang

CRAN incoming feasibility

Maintainer: ‘Nicola Lunardon <nicola.lunardon@unimib.it>’

No Authors@R field in DESCRIPTION.
Please add one, modifying
  Authors@R: c(person(given = "Nicola",
                      family = "Lunardon",
                      role = c("aut", "cre"),
                      email = "nicola.lunardon@unimib.it"),
               person(given = "Giovanna",
                      family = "Menardi",
                      role = "aut"),
               person(given = "Nicola",
                      family = "Torelli",
                      role = "aut"))
as necessary.

Package CITATION file contains call(s) to old-style personList() or
as.personList().  Please use c() on person objects instead.
Package CITATION file contains call(s) to old-style citEntry().  Please
use bibentry() instead.
NOTE r-devel-linux-x86_64-debian-gcc

CRAN incoming feasibility

Maintainer: ‘Nicola Lunardon <nicola.lunardon@unimib.it>’

No Authors@R field in DESCRIPTION.
Please add one, modifying
  Authors@R: c(person(given = "Nicola",
                      family = "Lunardon",
                      role = c("aut", "cre"),
                      email = "nicola.lunardon@unimib.it"),
               person(given = "Giovanna",
                      family = "Menardi",
                      role = "aut"),
               person(given = "Nicola",
                      family = "Torelli",
                      role = "aut"))
as necessary.

Package CITATION file contains call(s) to old-style personList() or
as.personList().  Please use c() on person objects instead.
Package CITATION file contains call(s) to old-style citEntry().  Please
use bibentry() instead.
OK r-devel-linux-x86_64-fedora-clang

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OK r-devel-linux-x86_64-fedora-gcc

*


            
OK r-devel-macos-arm64

*


            
OK r-devel-windows-x86_64

*


            
OK r-oldrel-macos-arm64

*


            
OK r-oldrel-macos-x86_64

*


            
OK r-oldrel-windows-x86_64

*


            
OK r-patched-linux-x86_64

*


            
OK r-release-linux-x86_64

*


            
OK r-release-macos-arm64

*


            
OK r-release-macos-x86_64

*


            
OK r-release-windows-x86_64

*


            

Check History

NOTE 12 OK · 2 NOTE · 0 WARNING · 0 ERROR · 0 FAILURE Mar 9, 2026
NOTE r-devel-linux-x86_64-debian-clang

CRAN incoming feasibility

Maintainer: ‘Nicola Lunardon <nicola.lunardon@unimib.it>’

No Authors@R field in DESCRIPTION.
Please add one, modifying
  Authors@R: c(person(given = "Nicola",
                      family = "Lunardon",
                      role = c("aut", "cre"),
                      email = "nicola.lunardon@unimib.it"),
               person(given = "Giovanna",
                      family = "Menardi",
                      role = "aut"),
               person(given = "Nicola",
                      family =
NOTE r-devel-linux-x86_64-debian-gcc

CRAN incoming feasibility

Maintainer: ‘Nicola Lunardon <nicola.lunardon@unimib.it>’

No Authors@R field in DESCRIPTION.
Please add one, modifying
  Authors@R: c(person(given = "Nicola",
                      family = "Lunardon",
                      role = c("aut", "cre"),
                      email = "nicola.lunardon@unimib.it"),
               person(given = "Giovanna",
                      family = "Menardi",
                      role = "aut"),
               person(given = "Nicola",
                      family =

Reverse Dependencies (2)

imports

suggests

Dependency Network

Dependencies Reverse dependencies themis RStoolbox ROSE

Version History

new 0.0-4 Mar 9, 2026