Formal Group Fairness and Accuracy in Automated Decision Making

Most research on fairness in Machine Learning assumes the relationship between fairness and accuracy to be a trade-off, with an increase in fairness leading to an unavoidable loss of accuracy. In this study, several approaches for fair Machine Learning are studied to experimentally analyze the relat...

Full description

Bibliographic Details
Main Authors: Anna Langenberg, Shih-Chi Ma, Tatiana Ermakova, Benjamin Fabian
Format: Article
Language:English
Published: MDPI AG 2023-04-01
Series:Mathematics
Subjects:
Online Access:https://www.mdpi.com/2227-7390/11/8/1771