Explore the concept of proxy discrimination in automated decision-making systems through this 15-minute ACM conference talk. Delve into elemental relationships, both first and second order, and examine quintessential proxy discrimination. Investigate how proxy discrimination can arise from proxy use as a causal descendant or influence, and understand the implications of capacity-induced use. Gain valuable insights into this critical aspect of algorithmic fairness and its impact on automated decision processes.
Overview
Syllabus
Intro
Automated decisions
Elemental relationships (first order)
Elemental relationships (second order)
Quintessential proxy discrimination
Proxy discrimination from proxy use as causal descendant
Proxy discrimination from proxy use as influence
Capacity induced use
Conclusion
Taught by
ACM FAccT Conference
