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10/19/2022
Group Fairness in Prediction-Based Decision Making: From Moral Assessment to Implementation
Ensuring fairness of prediction-based decision making is based on statis...
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06/06/2022
Distributive Justice as the Foundational Premise of Fair ML: Unification, Extension, and Interpretation of Group Fairness Metrics
Group fairness metrics are an established way of assessing the fairness ...
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06/06/2022
A Justice-Based Framework for the Analysis of Algorithmic Fairness-Utility Trade-Offs
In prediction-based decision-making systems, different perspectives can ...
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06/05/2022
Enforcing Group Fairness in Algorithmic Decision Making: Utility Maximization Under Sufficiency
Binary decision making classifiers are not fair by default. Fairness req...
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05/11/2022
Is calibration a fairness requirement? An argument from the point of view of moral philosophy and decision theory
In this paper, we provide a moral analysis of two criteria of statistica...
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04/21/2022
People are not coins. Morally distinct types of predictions necessitate different fairness constraints
A recent paper (Hedden 2021) has argued that most of the group fairness ...
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09/09/2021
A Systematic Approach to Group Fairness in Automated Decision Making
While the field of algorithmic fairness has brought forth many ways to m...
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11/04/2020