Particle filters for graphical models

This paper discloses a novel algorithm for efficient inference in undirected graphical models using Sequential Monte Carlo (SMC) based numerical approximation techniques. The developed methodology extends the applicability of the much celebrated Loopy Belief Propagation (LBP) algorithm to nonlinear,...

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Bibliographic Details
Main Authors: Briers, M, Doucet, A, Singh, S, Weekes, K
Format: Conference item
Published: 2006