320 citations · 1.3k across the 27 of their papers we have counts for
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cs.CY2018★ 6 cited
Synthetic Attribute Data for Evaluating Consumer-side Fairness
Robin Burke, Jackson Kontny, Nasim Sonboli
When evaluating recommender systems for their fairness, it may be necessary to make use of demographic attributes, which are personally sensitive and usually excluded from publicly…
cs.CY2017★ 91 cited
Multisided Fairness for Recommendation
Robin Burke
Recent work on machine learning has begun to consider issues of fairness. In this paper, we extend the concept of fairness to recommendation. In particular, we show that in some re…