Furtlehner, Cyril; Lasgouttes, Jean-Marc; Auger, Anne - In: Physica A: Statistical Mechanics and its Applications 389 (2010) 1, pp. 149-163
In the context of inference with expectation constraints, we propose an approach based on the “loopy belief propagation” algorithm (lpb), as a surrogate to an exact Markov Random Field (mrf) modelling. A prior information composed of correlations among a large set of N variables, is encoded...