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.
2015
Buonanno, Amedeo; Palmieri, Francesco A. N.
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Utilizza questo identificativo per citare o creare un link a questo documento: https://hdl.handle.net/11591/389899
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