123 citations · 294 across the 27 of their papers we have counts for
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cs.IT2011
Merging Belief Propagation and the Mean Field Approximation: A Free Energy Approach
Erwin Riegler, Gunvor Elisabeth Kirkelund, Carles Navarro Manchón +2
We present a joint message passing approach that combines belief propagation and the mean field approximation. Our analysis is based on the region-based free energy approximation m…
stat.ML2011★ 74 cited
Sparse Estimation using Bayesian Hierarchical Prior Modeling for Real and Complex Linear Models
Niels Lovmand Pedersen, Carles Navarro Manchón, Mihai-Alin Badiu +2
In sparse Bayesian learning (SBL), Gaussian scale mixtures (GSMs) have been used to model sparsity-inducing priors that realize a class of concave penalty functions for the regress…