Trustworthy AI for medical decisions: Adversarially robust and fair machine learning prediction for Parkinson’s disease
Fig 5
Improved preprocessing fairness mitigation strategy, we can see reduced bias disparities across race, age, and gender features in the Decision Tree model, leading to fairer and more equitable outcomes across these protected groups.