Other packages > Find by keyword >

ROSE  

Random Over-Sampling Examples
View on CRAN: Click here


Download and install ROSE package within the R console
Install from CRAN:
install.packages("ROSE")

Install from Github:
library("remotes")
install_github("cran/ROSE")

Install by package version:
library("remotes")
install_version("ROSE", "0.0-4")



Attach the package and use:
library("ROSE")
Maintained by
Nicola Lunardon
[Scholar Profile | Author Map]
All associated links for this package
First Published: 2013-03-01
Latest Update: 2021-06-14
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.
How to cite:
Nicola Lunardon (2013). ROSE: Random Over-Sampling Examples. R package version 0.0-4, https://cran.r-project.org/web/packages/ROSE. Accessed 06 Oct. 2026.
Previous versions and publish date:
(2026-07-09 08:20), 0.0-1 (2013-03-01 20:08), 0.0-2 (2013-09-16 13:58), 0.0-3 (2014-07-15 18:41)
Other packages that cited ROSE R package
View ROSE citation profile
Other R packages that ROSE depends, imports, suggests or enhances
Complete documentation for ROSE
Functions, R codes and Examples using the ROSE R package
Some associated functions: ROSE-package . ROSE.eval . ROSE . accuracy.meas . hacide . ovun.sample . roc.ROSE . 
Some associated R codes: ROSE_eval.R . data_balancing_funcs.R . estimation_funcs.R .  Full ROSE package functions and examples
Downloads during the last 30 days

Today's Hot Picks in Authors and Packages

nextGenShinyApps  
Craft Exceptional 'R Shiny' Applications and Dashboards with Novel Responsive Tools
Nove responsive tools for designing and developing 'Shiny' dashboards and applications. The scripts ...
Download / Learn more Package Citations See dependency  
gRim  
Graphical Interaction Models
Provides the following types of models: Models for contingency tables (i.e. log-linear models) Grap ...
Download / Learn more Package Citations See dependency  
gecko  
Geographical Ecology and Conservation Knowledge Online
Includes a collection of geographical analysis functions aimed primarily at ecology and conservation ...
Download / Learn more Package Citations See dependency  

28,905

R Packages

247,686

Dependencies

76,495

Author Associations

28,906

Publication Badges

© Copyright since 2022. All right reserved, rpkg.net.  Based in Cambridge, Massachusetts, USA