Time-Varying Gaussian Process Bandit Optimization

Ilija Bogunovic, Jonathan Scarlett, Volkan Cevher

Abstract: We consider the sequential Bayesian optimization problem with bandit feedback, adopting a formulation that allows for the reward function to vary with time. We model the reward function using a Gau...