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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 23 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 9 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