Level-Set Methods for Finite-Sum Constrained Convex Optimization

Qihang Lin, Runchao Ma, Tianbao Yang

Abstract: We consider the constrained optimization where the objective function and the constraints are defined as summation of finitely many loss functions. This model has applications in machine learning s...