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predfairness (version 0.1.0)

Discrimination Mitigation for Machine Learning Models

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) .

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Install

install.packages('predfairness')

Monthly Downloads

144

Version

0.1.0

License

GPL (>= 2)

Maintainer

Tha<c3><ad>s de Bessa Gontijo de Oliveira

Last Published

July 28th, 2021

Functions in predfairness (0.1.0)

roc_method

Reject Option based Classification method
adult.data

Adult Dataset