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Bounds on the Bethe Free Energy for Gaussian Networks
Published on 2008-02-014297 Views
We consider approximate inference in Gaussian probabilistic models with approximate free energy methods. We define the (fractional) Bethe free energy and directly minimize it. A lower bound for the fr
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Presentation
Bounds on the Bethe free energy for Gaussian networks00:00
Overview00:08
Inference in conditional Gaussian models - special cases00:25
Inference in Gaussian models00:50
Factor graph representation01:07
Message passing and computation trees01:23
Free energy methods - 102:12
Free energy methods - 203:42
Direct minimization and a lower bound - 104:52
Direct minimization and a lower bound - 207:01
Experiments - error in approximation09:32
Conclusions10:49