Multi-fidelity Bayesian Optimization with Max-value Entropy Search and its parallelization

Shion Takeno, Hitoshi Fukuoka, Yuhki Tsukada +4

In a standard setting of Bayesian optimization (BO), the objective function evaluation is assumed to be highly expensive. Multi-fidelity Bayesian optimization (MFBO) accelerates BO…