12 citations · 56 across the 15 of their papers we have counts for
Showing cs.LGShow all
2 papers · 1 filter
cs.LG2011★ 6 cited
The Role of Normalization in the Belief Propagation Algorithm
Victorin Martin, Jean-Marc Lasgouttes, Cyril Furtlehner
An important part of problems in statistical physics and computer science can be expressed as the computation of marginal probabilities over a Markov Random Field. The belief propa…
cs.LG2009★ 12 cited
Learning Multiple Belief Propagation Fixed Points for Real Time Inference
Cyril Furtlehner, Jean-Marc Lasgouttes, Anne Auger
In the context of inference with expectation constraints, we propose an approach based on the "loopy belief propagation" algorithm LBP, as a surrogate to an exact Markov Random Fie…