Optimally balancing exploration and exploitation to automate multi-fidelity statistical estimation

Thomas Dixon, Alex Gorodetsky, John Jakeman +2

Multi-fidelity methods that use an ensemble of models to compute a Monte Carlo estimator of the expectation of a high-fidelity model can significantly reduce computational costs co…