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ICML
2010
IEEE
13 years 9 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
CORR
2008
Springer
113views Education» more  CORR 2008»
13 years 8 months ago
Distributed Kalman Filter via Gaussian Belief Propagation
Abstract--Recent result shows how to compute distributively and efficiently the linear MMSE for the multiuser detection problem, using the Gaussian BP algorithm. In the current wor...
Danny Bickson, Ori Shental, Danny Dolev
CORR
2006
Springer
84views Education» more  CORR 2006»
13 years 8 months ago
Truncating the loop series expansion for Belief Propagation
Vicenç Gómez, Joris M. Mooij, Hilber...