302 citations · 1k across the 48 of their papers we have counts for
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stat.ML2014
Expectation Propagation
Jack Raymond, Andre Manoel, Manfred Opper
Variational inference is a powerful concept that underlies many iterative approximation algorithms; expectation propagation, mean-field methods and belief propagations were all cen…
stat.ML2014
Optimal Population Codes for Control and Estimation
Alex Susemihl, Ron Meir, Manfred Opper
Agents acting in the natural world aim at selecting appropriate actions based on noisy and partial sensory observations. Many behaviors leading to decision mak- ing and action sele…
cond-mat.dis-nn2014★ 18 cited
Inferring hidden states in a random kinetic Ising model: replica analysis
Ludovica Bachschmid Romano, Manfred Opper
We consider the problem of predicting the spin states in a kinetic Ising model when spin trajectories are observed for only a finite fraction of sites. In a Bayesian setting, where…