Restricting demographic parity enforcement to the decision-making region of a score distribution yields better fairness-performance trade-offs than enforcing it globally.
Official Journal of the European 20 Decision-centric fairness: Evaluation and optimization for resource allocation problems A Preprint Union C11, 1–11
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Decision-centric fairness: Evaluation and optimization for resource allocation problems
Restricting demographic parity enforcement to the decision-making region of a score distribution yields better fairness-performance trade-offs than enforcing it globally.