Specifying and Solving Robust Empirical Risk Minimization Problems Using CVXPY

Eric Luxenberg, Dhruv Malik, Yuanzhi Li +2

We consider robust empirical risk minimization (ERM), where model parameters are chosen to minimize the worst-case empirical loss when each data point varies over a given convex un…