Is SP BP?
Autor: | Tu, Ronghui, Mao, Yongyi, Zhao, Jiying |
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Rok vydání: | 2008 |
Předmět: | |
Druh dokumentu: | Working Paper |
Popis: | The Survey Propagation (SP) algorithm for solving $k$-SAT problems has been shown recently as an instance of the Belief Propagation (BP) algorithm. In this paper, we show that for general constraint-satisfaction problems, SP may not be reducible from BP. We also establish the conditions under which such a reduction is possible. Along our development, we present a unification of the existing SP algorithms in terms of a probabilistically interpretable iterative procedure -- weighted Probabilistic Token Passing. Comment: 77 page double-spaced single-column submitted version to IEEE Transactions on Information Theory |
Databáze: | arXiv |
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