A decision rule based on distortion risk measures can be made marginally fair by projecting its weighting function onto the subspace with zero sensitivity to protected attributes.
Binns , On the apparent conflict between individual and group fairness , in Proceedings of the 2020 Conference on Fairness, Accountability, and Transparency, 2020, pp
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Marginal Fairness: Fair Decision-Making under Risk Measures
A decision rule based on distortion risk measures can be made marginally fair by projecting its weighting function onto the subspace with zero sensitivity to protected attributes.