6 citations · 13 across the 4 of their papers we have counts for
4 papers
Using Latent Binary Variables for Online Reconstruction of Large Scale Systems
Victorin Martin, Jean-Marc Lasgouttes, Cyril Furtlehner
We propose a probabilistic graphical model realizing a minimal encoding of real variables dependencies based on possibly incomplete observation and an empirical cumulative distribu…
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…
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…
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…