Other packages > Find by keyword >

fairness  

Algorithmic Fairness Metrics
View on CRAN: Click here


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

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

Install by package version:
library("remotes")
install_version("fairness", "1.2.2")



Attach the package and use:
library("fairness")
Maintained by
Nikita Kozodoi
[Scholar Profile | Author Map]
All associated links for this package
First Published: 2019-09-27
Latest Update: 2021-04-14
Description:
Offers calculation, visualization and comparison of algorithmic fairness metrics. Fair machine learning is an emerging topic with the overarching aim to critically assess whether ML algorithms reinforce existing social biases. Unfair algorithms can propagate such biases and produce predictions with a disparate impact on various sensitive groups of individuals (defined by sex, gender, ethnicity, religion, income, socioeconomic status, physical or mental disabilities). Fair algorithms possess the underlying foundation that these groups should be treated similarly or have similar prediction outcomes. The fairness R package offers the calculation and comparisons of commonly and less commonly used fairness metrics in population subgroups. These methods are described by Calders and Verwer (2010) , Chouldechova (2017) , Feldman et al. (2015) , Friedler et al. (2018) and Zafar et al. (2017) . The package also offers convenient visualizations to help understand fairness metrics.
How to cite:
Nikita Kozodoi (2019). fairness: Algorithmic Fairness Metrics. R package version 1.2.2, https://cran.r-project.org/web/packages/fairness
Previous versions and publish date:
1.0.1 (2019-09-27 11:00), 1.1.0 (2020-05-02 00:30), 1.1.1 (2020-07-26 21:00), 1.2.0 (2020-11-19 15:10), 1.2.1 (2021-03-31 11:10)
Other packages that cited fairness R package
View fairness citation profile
Other R packages that fairness depends, imports, suggests or enhances
Downloads during the last 30 days
Get rewarded with contribution points by helping add
Reviews / comments / questions /suggestions ↴↴↴

Today's Hot Picks in Authors and Packages

srm  
Structural Equation Modeling for the Social Relations Model
Provides functionality for structural equation modeling for the social relations model (Kenny & ...
Download / Learn more Package Citations See dependency  
r2resize  
In-Text Resizer for Images, Tables and Fancy Resizable 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  
QuantileNPCI  
Nonparametric Confidence Intervals for Quantiles
Based on Alan D. Hutson (1999) , "Calculating nonparametric confidence i ...
Download / Learn more Package Citations See dependency  
Maintainer: Li Yan (view profile)
FMCCSD  
Efficient Estimation of Clustered Current Status Data
Current status data abounds in the field of epidemiology and public health, where the only observab ...
Download / Learn more Package Citations See dependency  
bizicount  
Bivariate Zero-Inflated Count Models Using Copulas
Maximum likelihood estimation of copula-based zero-inflated (and non-inflated) Poisson and negative ...
Download / Learn more Package Citations See dependency  
factorplot  
Graphical Presentation of Simple Contrasts
Methods to calculate, print, summarize and plot pairwise differences from GLMs, GLHT or Multinomial ...
Download / Learn more Package Citations See dependency  

22,114

R Packages

188,080

Dependencies

55,244

Author Associations

22,115

Publication Badges

© Copyright 2022 - present. All right reserved, rpkg.net. Contact Us / Suggestions / Concerns