Increasing Fairness in Predictions Using Bias Parity Score Based Loss Function Regularization

Bhanu Jain, Manfred Huber, Ramez Elmasri

Increasing utilization of machine learning based decision support systems emphasizes the need for resulting predictions to be both accurate and fair to all stakeholders. In this wo…