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Factor Graphs and the Sum-Product Algorithm Export

IEEETIT: IEEE Transactions on Information Theory, Vol. 47 (2001)

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Algorithms that must deal with complicated global functions of many variables often exploit the manner in which the given functions factor as a product of "local" functions, each of which depends on a subset of the variables. Such a factorization can be visualized with a bipartite graph that we call a factor graph. In this tutorial paper, we present a generic message-passing algorithm, the sum-product algorithm, that operates in a factor graph. Following a single, simple computational rule, the ...


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