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» Nonparametric Belief Propagation
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NIPS
2004
14 years 11 months ago
Validity Estimates for Loopy Belief Propagation on Binary Real-world Networks
We introduce a computationally efficient method to estimate the validity of the BP method as a function of graph topology, the connectivity strength, frustration and network size....
Joris M. Mooij, Hilbert J. Kappen
56
Voted
ATAL
2010
Springer
14 years 10 months ago
Collaborative multiagent Gaussian inference in a dynamic environment using belief propagation
Stefano Ermon, Carla P. Gomes, Bart Selman
64
Voted
ICML
2010
IEEE
14 years 10 months ago
Exploiting Data-Independence for Fast Belief-Propagation
Maximum a posteriori (MAP) inference in graphical models requires that we maximize the sum of two terms: a data-dependent term, encoding the conditional likelihood of a certain la...
Julian John McAuley, Tibério S. Caetano