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 25 Jun. 2026.
Previous versions and publish date:
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

foster  
Forest Structure Extrapolation with R
Set of tools to streamline the modeling of the relationship betweensatellite imagery time series or ...
Download / Learn more Package Citations See dependency  
edeaR  
Exploratory and Descriptive Event-Based Data Analysis
Exploratory and descriptive analysis of event based data. Provides methods for describing and select ...
Download / Learn more Package Citations See dependency  
sitmo  
Parallel Pseudo Random Number Generator (PPRNG) 'sitmo' Header Files
Provided within are two high quality and fast PPRNGs that may be used in an 'OpenMP' parallel enviro ...
Download / Learn more Package Citations See dependency  
quickcode  
Quick and Essential 'R' Tricks for Better Scripts
The NOT functions, 'R' tricks and a compilation of some simple quick plus often used 'R' codes to im ...
Download / Learn more Package Citations See dependency  
airGRiwrm  
'airGR' Integrated Water Resource Management
Semi-distributed Precipitation-Runoff Modelling based on 'airGR' package models integrating human i ...
Download / Learn more Package Citations See dependency  

27,535

R Packages

236,180

Dependencies

73,223

Author Associations

27,536

Publication Badges

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