Term Kind Topic What it is
Bias and Fairness Control practice Bias & Fairness Controls Measuring and constraining disparate outcomes across groups, where the definition of fairness must be chosen deliberately because the definitions are mutually incompatible.
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…