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» Linear Response for Approximate Inference
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NIPS
2003
13 years 6 months ago
Linear Response for Approximate Inference
Belief propagation on cyclic graphs is an efficient algorithm for computing approximate marginal probability distributions over single nodes and neighboring nodes in the graph. I...
Max Welling, Yee Whye Teh
CIMCA
2005
IEEE
13 years 10 months ago
Linear Response Formula in Generalized Belief Propagation for Probabilistic Inference
Linear response formulas for the generalized belief propagation in approximate inference are derived by using generalized belief propagation. The linear response formulas can give...
Kazuyuki Tanaka
CHINAF
2006
83views more  CHINAF 2006»
13 years 4 months ago
Optimal approximation of linear systems by artificial immune response
Maoguo Gong, Haifeng Du, Licheng Jiao
NIPS
2003
13 years 6 months ago
Variational Linear Response
A general linear response method for deriving improved estimates of correlations in the variational Bayes framework is presented. Three applications are given and it is discussed ...
Manfred Opper, Ole Winther