fairadapt: Causal Reasoning for Fair Data Preprocessing

Machine learning algorithms are useful for various prediction tasks, but they can also learn how to discriminate, based on gender, race or other sensitive attributes. This realization gave rise to the field of fair machine learning, which aims to recognize, quantify and ultimately mitigate such alg...

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Bibliographic Details
Main Authors: Drago Plečko, Nicolas Bennett, Nicolai Meinshausen
Format: Article
Language:English
Published: Foundation for Open Access Statistics 2024-09-01
Series:Journal of Statistical Software
Online Access:https://www.jstatsoft.org/index.php/jss/article/view/4729
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