The algorithm then applied this knowledge of traffic dynamics to find more efficient solutions. "Instead of starting the Bayesian optimization with a random guess, we fed it with the best guesses ...

This article presents a sequential Monte Carlo (SMC) algorithm that can be used for any one-at-a-time Bayesian sequential design problem in the presence of model uncertainty where discrete data are ...