StoSOO achieves near-optimal finite-time performance for noisy global maximization of locally smooth functions without requiring knowledge of the smoothness semi-metric.
Lipschitzian optimization without the Lipschitz con- stant.Journal of Optimization Theory and Applica- tions, 79(1):157–181, 1993
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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.