Monotonic fairness, enforced by positive-weight neural networks, avoids both class and score resentment by construction while still allowing a demographic parity trade-off.
Antidiscriminatory algo- rithms
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Avoiding Resentment Via Monotonic Fairness
Monotonic fairness, enforced by positive-weight neural networks, avoids both class and score resentment by construction while still allowing a demographic parity trade-off.