Other packages > Find by keyword >

RobustPrediction  

Robust Tuning and Training for Cross-Source Prediction
View on CRAN: Click here


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

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

Install by package version:
library("remotes")
install_version("RobustPrediction", "0.1.7")



Attach the package and use:
library("RobustPrediction")
Maintained by
Yuting He
[Scholar Profile | Author Map]
All associated links for this package
First Published: 2024-11-14
Latest Update: 2024-12-16
Description:
Provides robust parameter tuning and model training for predictive models across data sources. This package implements three primary tuning methods: cross-validation-based internal tuning, external tuning, and the 'RobustTuneC' method. It supports Lasso, Ridge, Random Forest, Boosting, and Support Vector Machine classifiers. The tuning methods are based on the paper by Nicole Ellenbach, Anne-Laure Boulesteix, Bernd Bischl, Kristian Unger, and Roman Hornung (2021) "Improved Outcome Prediction Across Data Sources Through Robust Parameter Tuning" <doi:10.1007/s00357-020-09368-z>.
How to cite:
Yuting He (2024). RobustPrediction: Robust Tuning and Training for Cross-Source Prediction. R package version 0.1.7, https://cran.r-project.org/web/packages/RobustPrediction. Accessed 05 Jun. 2026.
Previous versions and publish date:
0.1.4 (2024-11-14 14:30)
Other packages that cited RobustPrediction R package
View RobustPrediction citation profile
Other R packages that RobustPrediction depends, imports, suggests or enhances
Complete documentation for RobustPrediction
Functions, R codes and Examples using the RobustPrediction R package
Full RobustPrediction package functions and examples
Downloads during the last 30 days

Today's Hot Picks in Authors and Packages

crossurr  
Cross-Fitting for Doubly Robust Evaluation of High-Dimensional Surrogate Markers
Doubly robust methods for evaluating surrogate markers as outlined in: Agniel D, Hejblum BP, Thiebau ...
Download / Learn more Package Citations See dependency  
envirem  
Generation of ENVIREM Variables
Generation of bioclimatic rasters that are complementary to the typical 19 bioclim variables. ...
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  
msm  
Multi-State Markov and Hidden Markov Models in Continuous Time
Functions for fitting continuous-time Markov and hidden Markov multi-state models to longitudinal d ...
Download / Learn more Package Citations See dependency  
ibb  
R Wrapper for Istanbul Municipality Open Data Portal
Call wrappers for Istanbul Metropolitan Municipality's Open Data Portal (Turkish: Istanbul B ...
Download / Learn more Package Citations See dependency  

27,268

R Packages

233,548

Dependencies

72,590

Author Associations

27,205

Publication Badges

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