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.
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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.