2017, which promotes fairness by requiring that the covariance between a protected attribute and a data point's distance from a classifier's decision boundary is smaller than some constant.
similarly, the TPR gender gap for occupation c is TPR g,c = P Ŷ = c | G = g, Y = c (10) where g and ∼g are binary genders and G is a random variable representing an individual's gender.