Fixed Points of Belief Propagation-An Analysis via Polynomial Homotopy Continuation
Belief propagation (BP) is an iterative method to perform approximate inference on arbitrary graphical models. Whether BP converges and if the solution is a unique fixed point depends on both the structure and the parametrization of the model. To understand this dependence it is interesting to find...
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Détails bibliographiques
| Publié dans: | IEEE transactions on pattern analysis and machine intelligence. - 1979. - 40(2018), 9 vom: 08. Sept., Seite 2124-2136
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| Auteur principal: |
Knoll, Christian
(Auteur) |
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| Autres auteurs: |
Mehta, Dhagash,
Chen, Tianran,
Pernkopf, Franz |
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| Format: | Article en ligne
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| Langue: | English |
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| Publié: |
2018
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| Accès à la collection: | IEEE transactions on pattern analysis and machine intelligence
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| Sujets: | Journal Article
Research Support, U.S. Gov't, Non-P.H.S.
Research Support, Non-U.S. Gov't |
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