Advances in Neural Networks: Computational and Theoretical Issues

Editors:

ISBN: 978-3-319-18163-9 (Print) 978-3-319-18164-6 (Online)

Table of contents (39 chapters)

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  1. Front Matter

    Pages 1-10

  2. Introductory Chapter

    1. Front Matter

      Pages 1-1

    2. No Access

      Chapter

      Pages 3-8

      Recent Advances of Neural Networks Models and Applications: An Introduction

  3. Models

    1. Front Matter

      Pages 9-9

    2. No Access

      Chapter

      Pages 11-20

      Simulink Implementation of Belief Propagation in Normal Factor Graphs

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      Chapter

      Pages 21-29

      Time Series Analysis by Genetic Embedding and Neural Network Regression

    4. No Access

      Chapter

      Pages 31-38

      Significance-Based Pruning for Reservoir’s Neurons in Echo State Networks

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      Chapter

      Pages 39-47

      Online Selection of Functional Links for Nonlinear System Identification

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      Chapter

      Pages 49-60

      A Continuous-Time Spiking Neural Network Paradigm

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      Chapter

      Pages 61-72

      Online Spectral Clustering and the Neural Mechanisms of Concept Formation

  4. Pattern Recognition

    1. Front Matter

      Pages 73-73

    2. No Access

      Chapter

      Pages 75-82

      Machine Learning-Based Web Documents Categorization by Semantic Graphs

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      Chapter

      Pages 83-91

      Web Spam Detection Using Transductive(Inductive Graph Neural Networks

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      Chapter

      Pages 93-101

      Hubs and Communities Identification in Dynamical Financial Networks

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      Chapter

      Pages 103-117

      Video-Based Access Control by Automatic License Plate Recognition

  5. Signal Processing

    1. Front Matter

      Pages 119-119

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      Chapter

      Pages 121-128

      On the Use of Empirical Mode Decomposition (EMD) for Alzheimer’s Disease Diagnosis

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      Chapter

      Pages 129-136

      Effects of Artifacts Rejection on EEG Complexity in Alzheimer’s Disease

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      Chapter

      Pages 137-147

      Denoising Magnetotelluric Recordings Using Self-Organizing Maps

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      Chapter

      Pages 149-157

      Integration of Audio and Video Clues for Source Localization by a Robotic Head

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      Chapter

      Pages 159-172

      A Feasibility Study of Using the NeuCube Spiking Neural Network Architecture for Modelling Alzheimer’s Disease EEG Data

  6. Applications

    1. Front Matter

      Pages 173-173

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      Chapter

      Pages 175-183

      Application of Bayesian Techniques to Behavior Analysis in Maritime Environments

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      Chapter

      Pages 185-194

      Domestic Water and Natural Gas Demand Forecasting by Using Heterogeneous Data: A Preliminary Study

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      Chapter

      Pages 195-206

      Radial Basis Function Interpolation for Referenceless Thermometry Enhancement

    5. No Access

      Chapter

      Pages 207-215

      A Grid-Based Optimization Algorithm for Parameters Elicitation in WOWA Operators: An Application to Risk Assesment

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