Group fairness scores in recommender systems can be much better than individual fairness scores, and group-level measures are not reliable proxies for individual-level fairness.
1999.Income Inequality Measurement: The Normative Approach
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Stairway to Fairness: Connecting Group and Individual Fairness
Group fairness scores in recommender systems can be much better than individual fairness scores, and group-level measures are not reliable proxies for individual-level fairness.