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cs.LG2020
Thompson Sampling for Linearly Constrained Bandits
Vidit Saxena, Joseph E. Gonzalez, Joakim Jaldén
We address multi-armed bandits (MAB) where the objective is to maximize the cumulative reward under a probabilistic linear constraint. For a few real-world instances of this proble…
cs.LG2019★ 4 cited
Constrained Thompson Sampling for Wireless Link Optimization
Vidit Saxena, Joseph E. Gonzalez, Ion Stoica +2
Wireless communication systems operate in complex time-varying environments. Therefore, selecting the optimal configuration parameters in these systems is a challenging problem. Fo…