On Kernelized Multi-armed Bandits

Sayak Ray Chowdhury, Aditya Gopalan

Abstract: We consider the stochastic bandit problem with a continuous set of arms, with the expected reward function over the arms assumed to be fixed but unknown. We provide two new Gaussian process-based a...