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cond-mat.dis-nn2012★ 4 cited
Pairwise MRF Calibration by Perturbation of the Bethe Reference Point
Cyril Furtlehner, Yufei Han, Jean-Marc Lasgouttes +1
We investigate different ways of generating approximate solutions to the pairwise Markov random field (MRF) selection problem. We focus mainly on the inverse Ising problem, but dis…
stat.ML2012
Local stability of Belief Propagation algorithm with multiple fixed points
Victorin Martin, Jean-Marc Lasgouttes, Cyril Furtlehner
A number of problems in statistical physics and computer science can be expressed as the computation of marginal probabilities over a Markov random field. Belief propagation, an it…