2 papers
stat.ML2025
Marginal Fairness: Fair Decision-Making under Risk Measures
Fei Huang, Silvana M. Pesenti
This paper introduces marginal fairness, a new individual fairness notion for equitable decision-making in the presence of protected attributes such as gender, race, and religion.…
stat.ME2025
Learning Fair Decisions with Factor Models: Applications to Annuity Pricing
Fei Huang, Junhao Shen, Yanrong Yang +1
Fairness-aware statistical learning is essential for mitigating discrimination against protected attributes such as gender, race, and ethnicity in data-driven decision-making. This…