A Simulink Library for rapid prototyping of belief network architectures using Forney-style Factor Graph is presented. Our approach allows to draw complex architectures in a fairly easy way giving to the user the high flexibility of Matlab-Simulink environment. In this framework the user can perform rapid prototyping because belief propagation is carried in a bi-directional data flow in the Simulink architecture. Results on learning a latent model for artificial characters recognition are presented.
Simulink implementation of belief propagation in normal factor graphs
Palmieri, Francesco A. N.
2015
Abstract
A Simulink Library for rapid prototyping of belief network architectures using Forney-style Factor Graph is presented. Our approach allows to draw complex architectures in a fairly easy way giving to the user the high flexibility of Matlab-Simulink environment. In this framework the user can perform rapid prototyping because belief propagation is carried in a bi-directional data flow in the Simulink architecture. Results on learning a latent model for artificial characters recognition are presented.File in questo prodotto:
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