ConceptAlgorithmic Fairness
Algorithmic Fairness
A research field concerned with ensuring that machine learning systems do not produce systematically discriminatory or biased outputs across different groups, addressing both group fairness and individual fairness.
Timeline (last 90 days)
Oct 18
Systems with the same overall accuracy may produce markedly different error distributions across two population groups, for example frequently wrongly rejecting applicants in group A who would have repaid on time, and more often wrongly approving applicants in group B who ultimately defaulted.
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