Decomposing Direct and Indirect Biases in Linear Models under Demographic Parity Constraint

Bertille Tierny, Arthur Charpentier, François Hu

Linear models are widely used in high-stakes decision-making due to their simplicity and interpretability. Yet when fairness constraints such as demographic parity are introduced,…