Multi-User Communication Networks: A Coordinated Multi-Armed Bandit Approach
Multi-User Communication Networks: A Coordinated Multi-Armed Bandit Approach
Communication networks shared by many users are a widespread challenge nowadays. In this paper we address several aspects of this challenge simultaneously: learning unknown stochastic network characteristics, sharing resources with other users while keeping coordination overhead to a minimum. The proposed solution combines Multi-Armed Bandit learning with a lightweight signalling-based …