Other packages > Find by keyword >

fairadapt  

Fair Data Adaptation with Quantile Preservation
View on CRAN: Click here


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

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

Install by package version:
library("remotes")
install_version("fairadapt", "1.0.0")



Attach the package and use:
library("fairadapt")
Maintained by
Drago Plecko
[Scholar Profile | Author Map]
All associated links for this package
First Published: 2019-11-28
Latest Update: 2024-09-06
Description:
An implementation of the fair data adaptation with quantile preservation described in Plecko & Meinshausen (2019) . The adaptation procedure uses the specified causal graph to pre-process the given training and testing data in such a way to remove the bias caused by the protected attribute. The procedure uses tree ensembles for quantile regression.
How to cite:
Drago Plecko (2019). fairadapt: Fair Data Adaptation with Quantile Preservation. R package version 1.0.0, https://cran.r-project.org/web/packages/fairadapt. Accessed 05 Oct. 2026.
Previous versions and publish date:
(2026-07-09 07:37), 0.1.0 (2019-11-28 16:10), 0.2.0 (2021-07-28 13:10), 0.2.1 (2021-10-19 19:20), 0.2.2 (2022-04-28 15:00), 0.2.3 (2022-06-22 14:50), 0.2.4 (2022-07-01 17:20), 0.2.5 (2023-03-23 16:02), 0.2.6 (2023-08-18 12:42), 0.2.7 (2023-10-09 20:30)
Other packages that cited fairadapt R package
View fairadapt citation profile
Other R packages that fairadapt depends, imports, suggests or enhances
Complete documentation for fairadapt
Functions, R codes and Examples using the fairadapt R package
Some associated functions: adaptedData . compas . computeQuants . fairTwins . fairadapt-package . fairadapt . fairadaptBoot . gov_census . graphModel . predict.fairadapt . predict.fairadaptBoot . quantFit . rangerQuants . uni_admission . visualizeGraph . 
Some associated R codes: boot.R . checks.R . data.R . fairadapt.R . generics.R . globals.R . graphs.R . quants.R . seeds.R . utils.R .  Full fairadapt package functions and examples
Downloads during the last 30 days

Today's Hot Picks in Authors and Packages

cdlTools  
Tools to Download and Work with USDA Cropscape Data
Downloads USDA National Agricultural Statistics Service (NASS) cropscape data for a specified state ...
Download / Learn more Package Citations See dependency  
genie  
Fast, Robust, and Outlier Resistant Hierarchical Clustering
Includes the reference implementation of Genie - a hierarchical clustering algorithm that links two ...
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  
correlation  
Methods for Correlation Analysis
Lightweight package for computing different kinds of correlations, such as partial correlations, Ba ...
Download / Learn more Package Citations See dependency  

28,905

R Packages

247,686

Dependencies

76,495

Author Associations

28,906

Publication Badges

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