Bayesian Optimization Allowing for Common Random Numbers

Michael Pearce, Matthias Poloczek, Juergen Branke

Bayesian optimization is a powerful tool for expensive stochastic black-box optimization problems such as simulation-based optimization or machine learning hyperparameter tuning. M…