Also known as: Unawareness (to A Sensitive Attribute) · to A Sensitive Attribute · Unawareness to A Sensitive Attribute
Unawareness to a sensitive attribute — это fairness-подход, при котором protected или sensitive attributes исключаются из входов модели. Сам по себе такой подход не гарантирует fairness, поскольку другие features могут выступать proxy для исключенного attribute.
A situation in which sensitive attributes are present, but not included in the training data. Because sensitive attributes are often correlated with other attributes of one's data, a model trained with unawareness about a sensitive attribute could still have disparate impact with respect to that attribute, or violate other fairness constraints.