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IEEE transactions on information theory, 2001-02, Vol.47 (2), p.498-519
2001

Details

Autor(en) / Beteiligte
Titel
Factor graphs and the sum-product algorithm
Ist Teil von
  • IEEE transactions on information theory, 2001-02, Vol.47 (2), p.498-519
Ort / Verlag
New York: IEEE
Erscheinungsjahr
2001
Link zum Volltext
Quelle
IEEE Xplore
Beschreibungen/Notizen
  • 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 sum-product algorithm computes-either exactly or approximately-various marginal functions derived from the global function. A wide variety of algorithms developed in artificial intelligence, signal processing, and digital communications can be derived as specific instances of the sum-product algorithm, including the forward/backward algorithm, the Viterbi algorithm, the iterative "turbo" decoding algorithm, Pearl's (1988) belief propagation algorithm for Bayesian networks, the Kalman filter, and certain fast Fourier transform (FFT) algorithms.
Sprache
Englisch
Identifikatoren
ISSN: 0018-9448
eISSN: 1557-9654
DOI: 10.1109/18.910572
Titel-ID: cdi_proquest_journals_195872864

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