Unifying Message Passing Algorithms Under the Framework of Constrained Bethe Free Energy Minimization

Variational message passing (VMP), belief propagation (BP) and expectation propagation (EP) have found their wide applications in complex statistical signal processing problems. In addition to viewing them as a class of algorithms operating on graphical models, this article unifies them under an opt...

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Vydáno v:	IEEE transactions on wireless communications Ročník 20; číslo 7; s. 4144 - 4158
Hlavní autoři:	Zhang, Dan, Song, Xiaohang, Wang, Wenjin, Fettweis, Gerhard, Gao, Xiqi
Médium:	Journal Article
Jazyk:	angličtina
Vydáno:	New York IEEE 01.07.2021 The Institute of Electrical and Electronics Engineers, Inc. (IEEE)
Témata:	Algorithms Bayes methods Bethe free energy Channel estimation constrained optimization Constraints Free energy Machine learning Message passing message passing algorithms Minimization Optimization Propagation Signal processing Signal processing algorithms Signal reconstruction Statistical inference Statistical models Task complexity Wireless communication
ISSN:	1536-1276, 1558-2248
On-line přístup:	Získat plný text
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