667 citations · 1.5k across the 26 of their papers we have counts for
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stat.ML2016★ 63 cited
Understanding Probabilistic Sparse Gaussian Process Approximations
Matthias Bauer, Mark van der Wilk, Carl Edward Rasmussen
Good sparse approximations are essential for practical inference in Gaussian Processes as the computational cost of exact methods is prohibitive for large datasets. The Fully Indep…
stat.ML2016★ 4 cited
Data-Efficient Reinforcement Learning in Continuous-State POMDPs
Rowan McAllister, Carl Edward Rasmussen
We present a data-efficient reinforcement learning algorithm resistant to observation noise. Our method extends the highly data-efficient PILCO algorithm (Deisenroth & Rasmussen, 2…