Other packages > Find by keyword >

predfairness  

Discrimination Mitigation for Machine Learning Models
View on CRAN: Click here


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

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

Install by package version:
library("remotes")
install_version("predfairness", "0.1.0")



Attach the package and use:
library("predfairness")
Maintained by
Thaís de Bessa Gontijo de Oliveira
[Scholar Profile | Author Map]
All associated links for this package
First Published: 2021-07-28
Latest Update: 2021-07-28
Description:
Based on different statistical definitions of discrimination, several methods have been proposed to detect and mitigate social inequality in machine learning models. This package aims to provide an alternative to fairness treatment in predictive models. The ROC method implemented in this package is described by Kamiran, Karim and Zhang (2012) .
How to cite:
Thaís de Bessa Gontijo de Oliveira (2021). predfairness: Discrimination Mitigation for Machine Learning Models. R package version 0.1.0, https://cran.r-project.org/web/packages/predfairness. Accessed 26 Jun. 2026.
Previous versions and publish date:
No previous versions
Other packages that cited predfairness R package
View predfairness citation profile
Other R packages that predfairness depends, imports, suggests or enhances
Complete documentation for predfairness
Functions, R codes and Examples using the predfairness R package
Some associated functions: adult.data . roc_method . 
Some associated R codes: data_doc.R . methods.R .  Full predfairness package functions and examples
Downloads during the last 30 days

Today's Hot Picks in Authors and Packages

infotheo  
Information-Theoretic Measures
Implements various measures of information theory based on several entropy estimators. ...
Download / Learn more Package Citations See dependency  
tactile  
New and Extended Plots, Methods, and Panel Functions for 'lattice'
Extensions to 'lattice', providing new high-level functions, methods for existing functions, panel f ...
Download / Learn more Package Citations See dependency  
colormap  
Color Palettes using Colormaps Node Module
Allows to generate colors from palettes defined in the colormap module of 'Node.js'. (see ...
Download / Learn more Package Citations See dependency  
ggblanket  
Simplify 'ggplot2' Visualisation
Simplify 'ggplot2' visualisation with 'ggblanket' wrapper functions. ...
Download / Learn more Package Citations See dependency  
PoisBinOrdNor  
Data Generation with Poisson, Binary, Ordinal and Normal Components
Generation of multiple count, binary, ordinal and normal variables simultaneously given the marginal ...
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  

27,535

R Packages

236,180

Dependencies

73,223

Author Associations

27,536

Publication Badges

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