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]
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 16 Apr. 2025.
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
03/1703/1803/1903/2003/2103/2203/2303/2403/2503/2603/2703/2803/2903/3003/3104/0104/0204/0304/0404/0504/0604/0704/0804/0904/1004/1104/1204/1304/14Downloads for ROSE30040050060070080090010001100TrendBars

Today's Hot Picks in Authors and Packages

MM4LMM  
Inference of Linear Mixed Models Through MM Algorithm
The main function MMEst() performs (Restricted) Maximum Likelihood in a variance component mixed mod ...
Download / Learn more Package Citations See dependency  
datadictionary  
Create a Data Dictionary
Creates a data dictionary from any dataframe or tibble in your R environment. You can opt to add va ...
Download / Learn more Package Citations See dependency  
hkclustering  
Ensemble Clustering using K Means and Hierarchical Clustering
Implements an ensemble algorithm for clustering combining a k-means and a hierarchical clustering ap ...
Download / Learn more Package Citations See dependency  
apache.sedona  
R Interface for Apache Sedona
R interface for 'Apache Sedona' based on 'sparklyr' (). ...
Download / Learn more Package Citations See dependency  
MultiKink  
Estimation and Inference for Multi-Kink Quantile Regression
Estimation and inference for multiple kink quantile regression for longitudinal data and the i.i.d d ...
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  

24,012

R Packages

207,311

Dependencies

64,993

Author Associations

24,013

Publication Badges

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