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 28 Oct. 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), (2026-07-09 07:59)
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

msamp  
Estimate Sample Size to Detect Bacterial Contamination in a Product Lot
Estimates the sample size needed to detect microbial contamination in a lot with a user-specified d ...
Download / Learn more Package Citations See dependency  
cats  
Cohort Platform Trial Simulation
Cohort plAtform Trial Simulation whereby every cohort consists of two arms, control and experimenta ...
Download / Learn more Package Citations See dependency  
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  
ncdf4  
Interface to Unidata netCDF (Version 4 or Earlier) Format Data Files
Provides a high-level R interface to data files written using Unidata's netCDF library (version 4 or ...
Download / Learn more Package Citations See dependency  
NPHazardRate  
Nonparametric Hazard Rate Estimation
Provides functions and examples for histogram, kernel (classical, variable bandwidth and transformat ...
Download / Learn more Package Citations See dependency  

29,218

R Packages

247,686

Dependencies

77,281

Author Associations

29,219

Publication Badges

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