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 11 Mar. 2026.
Previous versions and publish date:
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

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  
igoR  
Intergovernmental Organizations Database
Tools to extract information from the Intergovernmental Organizations ('IGO') Database , version 3, ...
Download / Learn more Package Citations See dependency  
sorocs  
A Bayesian Semiparametric Approach to Correlated ROC Surfaces
A Bayesian semiparametric Dirichlet process mixtures to estimate correlated receiver operating chara ...
Download / Learn more Package Citations See dependency  
roptions  
Option Strategies and Valuation
Collection of tools to develop options strategies, value option contracts using the Black-Scholes-Me ...
Download / Learn more Package Citations See dependency  
openNLPdata  
Apache OpenNLP Jars and Basic English Language Models
Apache OpenNLP jars and basic English language models. ...
Download / Learn more Package Citations See dependency  
histogram  
Construction of Regular and Irregular Histograms with Different Options for Automatic Choice of Bins
Automatic construction of regular and irregular histograms as described in Rozenholc/Mildenberger/Ga ...
Download / Learn more Package Citations See dependency  

26,293

R Packages

225,784

Dependencies

70,376

Author Associations

26,294

Publication Badges

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