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Is your AI system discriminating without knowing it?: The paradox between fairness and privacy
Much has been written about algorithms that discriminate against protected groups, but always in the case that the protected group's representing sensitive variable is in the data set. However, in many if not most real-world situations, this sensitive variable is not in the data set. So how to detect potential discrimination? Today, you can't.