Titlebook: Advances in Neural Networks: Computational and Theoretical Issues; Simone Bassis,Anna Esposito,Francesco Carlo Morabi Book 2015 Springer I

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Introduction

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Simulink Implementation of Belief Propagation in Normal Factor Graphs 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.

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Online Selection of Functional Links for Nonlinear System Identification bring any improvement of the modeling performance. This allows to reduce any gradient noise due to a possible overestimate of the solution, thus preventing any overfitting phenomena. The proposed model is assessed in several nonlinear identification problems, including different levels of nonlinearity, showing significant improvements.

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Online Spectral Clustering and the Neural Mechanisms of Concept Formationrrent knowledge about computations in neurons and the brain does not contrast with the computing primitives required for a local implementation of the proposed technique. A hypothesis stemming from this work could be that concept formation and discrimination in neurons and the brain could be explained by a spectral embedding framework.

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Viktor K. Jirsa,J. A. Scott Kelsoorithm, by which each individual represents a possible embedding solution. We will show that the proposed technique is particularly suited when dealing with the prediction of environmental data sequences, which are often characterized by a chaotic behaviour.