693 citations · 1.1k across the 15 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★ 8 cited
Data-dependent kernels in nearly-linear time
Guy Lever, Tom Diethe, John Shawe-Taylor
We propose a method to efficiently construct data-dependent kernels which can make use of large quantities of (unlabeled) data. Our construction makes an approximation in the stand…