Self-Guided Belief Propagation - A Homotopy Continuation Method

Belief propagation (BP) is a popular method for performing probabilistic inference on graphical models. In this work, we enhance BP and propose self-guided belief propagation (SBP) that incorporates the pairwise potentials only gradually. This homotopy continuation method converges to a unique solut...

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Publié dans:IEEE transactions on pattern analysis and machine intelligence. - 1979. - 45(2023), 4 vom: 08. Apr., Seite 5139-5157
Auteur principal: Knoll, Christian (Auteur)
Autres auteurs: Weller, Adrian, Pernkopf, Franz
Format: Article en ligne
Langue:English
Publié: 2023
Accès à la collection:IEEE transactions on pattern analysis and machine intelligence
Sujets:Journal Article