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 05 Aug. 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

dhReg  
Dynamic Harmonic Regression
Building and forecasting time series data with multiple seasonality using Dynamic Harmonic Regressio ...
Download / Learn more Package Citations See dependency  
kernelPSI  
Post-Selection Inference for Nonlinear Variable Selection
Different post-selection inference strategies for kernelselection as described in kernelPSI a Post-S ...
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  
noisyr  
Noise Quantification in High Throughput Sequencing Output
Quantifies and removes technical noise from high-throughput sequencing data. Two approaches are use ...
Download / Learn more Package Citations See dependency  
dcov  
A Fast Implementation of Distance Covariance
Efficient methods for computing distance covariance and relevant statistics. See Sz ...
Download / Learn more Package Citations See dependency  

28,083

R Packages

239,283

Dependencies

74,457

Author Associations

28,084

Publication Badges

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