AuditingBlack-BoxPredictionModelsfor DataMinimizationCompliance

Intuitively, if the actual value of an input feature isnot needed (i.e., can be replaced with aconstant) toarriveatsimilar (stable) outcomes for most prediction instances, then theuseofthefeature violates thedata minimization principle.