StoSOO achieves near-optimal finite-time performance for noisy global maximization of locally smooth functions without requiring knowledge of the smoothness semi-metric.
Multi-armed bandit problems in metric spaces
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Stochastic simultaneous optimistic optimization
StoSOO achieves near-optimal finite-time performance for noisy global maximization of locally smooth functions without requiring knowledge of the smoothness semi-metric.