Efficient Abstraction Selection in Reinforcement Learning

Harm van Seijen, Shimon Whiteson, Leon J. H. M. Kester

Abstract: This article addresses reinforcement learning problems based on factored Markov decision processes (MDPs) in which the agent must choose among a set of candidate abstractions, each build up from a di...