Stochastic set-valued optimization and its application to robust learning

Tommaso Giovannelli, Jingfu Tan, Luis Nunes Vicente

In this paper, we develop a stochastic set-valued optimization (SVO) framework tailored for robust machine learning. In the SVO setting, each decision variable is mapped to a set o…