Modeling transition dynamics in MDPs with RKHS embeddings of conditional distributions

Steffen Grünewälder, Luca Baldassarre, Massimiliano Pontil +2

We propose a new, nonparametric approach to estimating the value function in reinforcement learning. This approach makes use of a recently developed representation of conditional d…