2 papers
math.OC2024
Distributionally Fair Stochastic Optimization using Wasserstein Distance
Qing Ye, Grani A. Hanasusanto, Weijun Xie
A traditional stochastic program under a finite population typically seeks to optimize efficiency by maximizing the expected profits or minimizing the expected costs, subject to a…
cs.LG2023
Learning Fair Policies for Multi-stage Selection Problems from Observational Data
Zhuangzhuang Jia, Grani A. Hanasusanto, Phebe Vayanos +1
We consider the problem of learning fair policies for multi-stage selection problems from observational data. This problem arises in several high-stakes domains such as company hir…