A Generalized Mean Field Algorithm for Variational Inference in Exponential Families (2003)
by
Eric P. Xing
,
Michael I. Jordan
,
Stuart Russell
| Citations: | 34 - 14 self |
BibTeX
@MISC{Xing03ageneralized,
author = {Eric P. Xing and Michael I. Jordan and Stuart Russell},
title = {A Generalized Mean Field Algorithm for Variational Inference in Exponential Families},
year = {2003}
}
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Abstract
We present a class of generalized mean field (GMF) algorithms for approximate inference in exponential family graphical models which is analogous to the generalized belief propagation (GBP) or cluster variational methods. While those methods are based on...
