Term Kind Topic What it is
Fairness Definition Choice Incompatible Fairness Metrics, Which Fairness concept Bias & Fairness Controls The unavoidable selection between mathematically incompatible fairness definitions - a legal and business determination that a team makes implicitly if it does not make it explicitly.
Fairness Through Unawareness Blindness Approach, Attribute Removal concept Bias & Fairness Controls The mistaken belief that removing a protected attribute from a model's inputs prevents disparate outcomes, when correlated features still carry the attribute and the deletion usually destroys the ability to me…