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…