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» Continuous-Time Belief Propagation
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CORR
2011
Springer
146views Education» more  CORR 2011»
15 years 1 months ago
Finding undetected protein associations in cell signaling by belief propagation
Marc Bailly-Bechet, Christian Borgs, Alfredo Braun...
JMLR
2010
169views more  JMLR 2010»
15 years 28 days ago
Focused Belief Propagation for Query-Specific Inference
With the increasing popularity of largescale probabilistic graphical models, even "lightweight" approximate inference methods are becoming infeasible. Fortunately, often...
Anton Chechetka, Carlos Guestrin
NIPS
2003
15 years 7 months ago
Approximate Expectation Maximization
We discuss the integration of the expectation-maximization (EM) algorithm for maximum likelihood learning of Bayesian networks with belief propagation algorithms for approximate i...
Tom Heskes, Onno Zoeter, Wim Wiegerinck
ICCS
2007
Springer
15 years 10 months ago
Belief Flow in Assertion Networks
We define an abstract model of belief propagation on a graph based on the methodology of the revision theory of truth together with the Assertion Network Toolkit, a graphical inter...
Sujata Ghosh, Benedikt Löwe, Erik Scorelle
ICIP
2007
IEEE
16 years 7 months ago
Automatic Parametrisation for an Image Completion Method Based on Markov Random Fields
Recently, a new exemplar-based method for image completion, texture synthesis and image inpainting was proposed which uses a discrete global optimization strategy based on Markov ...
Huy Tho Ho, Roland Göcke