4 papers
Decentralized Control of Constrained Linear Systems via Assume-Guarantee Contracts
Weixuan Lin, Eilyan Bitar
We consider the decentralized control of a discrete-time, linear system subject to exogenous disturbances and polyhedral constraints on the state and input trajectories. The underl…
Nonparametric Estimation of Uncertainty Sets for Robust Optimization
Polina Alexeenko, Eilyan Bitar
We investigate a data-driven approach to constructing uncertainty sets for robust optimization problems, where the uncertain problem parameters are modeled as random variables whos…
Safe Linear Stochastic Bandits
Kia Khezeli, Eilyan Bitar
We introduce the safe linear stochastic bandit framework---a generalization of linear stochastic bandits---where, in each stage, the learner is required to select an arm with an ex…
Transparency and Control in Platforms for Networked Markets
John Pang, Weixuan Lin, Hu Fu +3
In this paper, we analyze the worst case efficiency loss of online platform designs under a networked Cournot competition model. Inspired by some of the largest platforms in operat…