302 citations · 1k across the 48 of their papers we have counts for
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physics.data-an2009★ 31 cited
Efficient statistical inference for stochastic reaction processes
Andreas Ruttor, Manfred Opper
We address the problem of estimating unknown model parameters and state variables in stochastic reaction processes when only sparse and noisy measurements are available. Using an a…
math.OC2009★ 302 cited
Optimal control as a graphical model inference problem
B. Kappen, V. Gomez, M. Opper
We reformulate a class of non-linear stochastic optimal control problems introduced by Todorov (2007) as a Kullback-Leibler (KL) minimization problem. As a result, the optimal cont…