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20232025
most citedMultivariate Newton Interpolation in Downward Closed Spaces Reaches the Optimal Geometric Approximation Rates for Bos--Levenberg--Trefethen Functions

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math.OC2024

PMBO: Enhancing Black-Box Optimization through Multivariate Polynomial Surrogates

Janina Schreiber, Pau Batlle, Damar Wicaksono +1

We introduce a surrogate-based black-box optimization method, termed Polynomial-model-based optimization (PMBO). The algorithm alternates polynomial approximation with Bayesian opt…