Online Learning in Kernelized Markov Decision Processes

Sayak Ray Chowdhury, Aditya Gopalan

Abstract: We consider online learning for minimizing regret in unknown, episodic Markov decision processes (MDPs) with continuous states and actions. We develop variants of the UCRL and posterior sampling al...