Enforcing Fair Predicted Scores on Intervals of Percentiles by Difference-of-Convex Constraints

Yutian He, Yankun Huang, Yao Yao +1

Fairness in machine learning has become a critical concern. Existing approaches often focus on achieving full fairness across all score ranges generated by predictive models, ensur…