Other packages > Find by keyword >

CARRoT  

Predicting Categorical and Continuous Outcomes Using One in Ten Rule
View on CRAN: Click here


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

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

Install by package version:
library("remotes")
install_version("CARRoT", "3.0.2")



Attach the package and use:
library("CARRoT")
Maintained by
Alina Bazarova
[Scholar Profile | Author Map]
All associated links for this package
First Published: 2018-04-06
Latest Update: 2023-10-13
Description:
Predicts categorical or continuous outcomes while concentrating on a number of key points. These are Cross-validation, Accuracy, Regression and Rule of Ten or "one in ten rule" (CARRoT), and, in addition to it R-squared statistics, prior knowledge on the dataset etc. It performs the cross-validation specified number of times by partitioning the input into training and test set and fitting linear/multinomial/binary regression models to the training set. All regression models satisfying chosen constraints are fitted and the ones with the best predictive power are given as an output. Best predictive power is understood as highest accuracy in case of binary/multinomial outcomes, smallest absolute and relative errors in case of continuous outcomes. For binary case there is also an option of finding a regression model which gives the highest AUROC (Area Under Receiver Operating Curve) value. The option of parallel toolbox is also available. Methods are described in Peduzzi et al. (1996) , Rhemtulla et al. (2012) , Riley et al. (2018) , Riley et al. (2019) .
How to cite:
Alina Bazarova (2018). CARRoT: Predicting Categorical and Continuous Outcomes Using One in Ten Rule. R package version 3.0.2, https://cran.r-project.org/web/packages/CARRoT. Accessed 06 Mar. 2026.
Previous versions and publish date:
0.1.0 (2018-04-06 12:52), 1.0.0 (2018-06-30 19:04), 1.5.0 (2018-11-27 23:30), 2.0.0 (2019-03-07 22:53), 2.5.0 (2020-03-26 11:10), 2.5.1 (2020-05-14 00:00), 2.5.2 (2021-06-08 12:10), 3.0.0 (2023-04-17 23:50), 3.0.1 (2023-08-15 14:20)
Other packages that cited CARRoT R package
View CARRoT citation profile
Other R packages that CARRoT depends, imports, suggests or enhances
Complete documentation for CARRoT
Functions, R codes and Examples using the CARRoT R package
Some associated functions: AUC . av_out . comb . compute_max_length . compute_max_weight . compute_weights . cross_val . cub . find_int . find_sub . get_indices . get_predictions . get_predictions_lin . get_probabilities . make_numeric . make_numeric_sets . quadr . regr_ind . regr_whole . sum_weights_sub . 
Some associated R codes: carrot_functions.R .  Full CARRoT package functions and examples
Downloads during the last 30 days

Today's Hot Picks in Authors and Packages

openxlsx  
Read, Write and Edit xlsx Files
Simplifies the creation of Excel .xlsx files by providing a high level interface to writing, stylin ...
Download / Learn more Package Citations See dependency  
r2resize  
In-Text Resize for Images, Tables and Fancy Resize Containers in 'shiny', 'rmarkdown' and 'quarto' Documents
Automatic resizing toolbar for containers, images and tables. Various resizable or expandable contai ...
Download / Learn more Package Citations See dependency  
EMVS  
The Expectation-Maximization Approach to Bayesian Variable Selection
An efficient expectation-maximization algorithm for fitting Bayesian spike-and-slab regularization p ...
Download / Learn more Package Citations See dependency  
lbfgs  
Limited-memory BFGS Optimization
A wrapper built around the libLBFGS optimization library by Naoaki Okazaki. The lbfgs package implem ...
Download / Learn more Package Citations See dependency  
solitude  
An Implementation of Isolation Forest
Isolation forest is anomaly detection method introduced by the paper Isolation based Anomaly Detecti ...
Download / Learn more Package Citations See dependency  
DatabionicSwarm  
Swarm Intelligence for Self-Organized Clustering
Algorithms implementing populations of agents that interact with one another and sense their environ ...
Download / Learn more Package Citations See dependency  

26,264

R Packages

223,360

Dependencies

70,376

Author Associations

26,265

Publication Badges

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