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…