Decision systems that respect privacy, fairness

Increasingly, decisions and actions affecting people's lives are determined by automated systems processing personal data. Excitement about these systems has been accompanied by serious concerns about their opacity and threats they pose to privacy, fairness, and other values. Examples abound in real-world systems: Target's use of predicted pregnancy status for marketing; Google's use of health-related search queries for targeted advertising; race being associated with automated predict