Online Convex Optimization with Stochastic Constraints

Hao Yu, Michael Neely, Xiaohan Wei

Neural Information Processing Systems 

This paper considers online convex optimization (OCO) with stochastic constraints, which generalizes Zinkevich's OCO over a known simple fixed set by introducing multiple stochastic functional constraints that are i.i.d.

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