Abstract: In this work, a novel procedure for identifying the parameters of a polynomial systems is introduced. In order to get a regression form of the system, and to avoid the necessity of ...

Abstract: Bayesian optimization (BO) with Gaussian processes is a powerful methodology to optimize an expensive blackbox function with as few function evaluations as possible. The expected improvement ...