DocumentCode
3035435
Title
Belief propagation in loopy Bayesian networks: experimental results
Author
Horn, Gavin B. ; Mceliece, Robert J.
Author_Institution
Dept. of Electr. Eng., California Inst. of Technol., Pasadena, CA, USA
fYear
1997
fDate
29 Jun-4 Jul 1997
Firstpage
232
Abstract
We investigate the hypothesis that belief propagation “converges with high probability to the correct decision” on a broad class of loopy belief networks. Experimental results of belief propagation on bipartite graphs, which are the belief networks for turbo codes, are presented
Keywords
Bayes methods; codes; convergence; decision theory; graph theory; inference mechanisms; information theory; uncertainty handling; belief propagation; bipartite graph; correct decision; loopy Bayesian networks; loopy belief networks; probability; turbo codes; Bayesian methods; Belief propagation; Bipartite graph; Contracts; Decoding; Inference algorithms; Information theory; Intelligent networks; Scholarships; Turbo codes;
fLanguage
English
Publisher
ieee
Conference_Titel
Information Theory. 1997. Proceedings., 1997 IEEE International Symposium on
Conference_Location
Ulm
Print_ISBN
0-7803-3956-8
Type
conf
DOI
10.1109/ISIT.1997.613147
Filename
613147
Link To Document