602 citations · 2.9k across the 103 of their papers we have counts for
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cs.LG2011★ 4 cited
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…
cs.LG2011★ 65 cited
Kernel Belief Propagation
Le Song, Arthur Gretton, Danny Bickson +2
We propose a nonparametric generalization of belief propagation, Kernel Belief Propagation (KBP), for pairwise Markov random fields. Messages are represented as functions in a repr…