Advances in Neural Networks: Computational and Theoretical Issues

Front Matter....Pages 1-10
Front Matter....Pages 1-1
Recent Advances of Neural Networks Models and Applications: An Introduction....Pages 3-8
Front Matter....Pages 9-9
Simulink Implementation of Belief Propagation in Normal Factor Graphs....Pages 11-20
Time Series Analysis by Genetic Embedding and Neural Network Regression....Pages 21-29
Significance-Based Pruning for Reservoir’s Neurons in Echo State Networks....Pages 31-38
Online Selection of Functional Links for Nonlinear System Identification....Pages 39-47
A Continuous-Time Spiking Neural Network Paradigm....Pages 49-60
Online Spectral Clustering and the Neural Mechanisms of Concept Formation....Pages 61-72
Front Matter....Pages 73-73
Machine Learning-Based Web Documents Categorization by Semantic Graphs....Pages 75-82
Web Spam Detection Using Transductive(Inductive Graph Neural Networks....Pages 83-91
Hubs and Communities Identification in Dynamical Financial Networks....Pages 93-101
Video-Based Access Control by Automatic License Plate Recognition....Pages 103-117
Front Matter....Pages 119-119
On the Use of Empirical Mode Decomposition (EMD) for Alzheimer’s Disease Diagnosis....Pages 121-128
Effects of Artifacts Rejection on EEG Complexity in Alzheimer’s Disease....Pages 129-136
Denoising Magnetotelluric Recordings Using Self-Organizing Maps....Pages 137-147
Integration of Audio and Video Clues for Source Localization by a Robotic Head....Pages 149-157
A Feasibility Study of Using the NeuCube Spiking Neural Network Architecture for Modelling Alzheimer’s Disease EEG Data....Pages 159-172
Front Matter....Pages 173-173
Application of Bayesian Techniques to Behavior Analysis in Maritime Environments....Pages 175-183
Domestic Water and Natural Gas Demand Forecasting by Using Heterogeneous Data: A Preliminary Study....Pages 185-194
Radial Basis Function Interpolation for Referenceless Thermometry Enhancement....Pages 195-206
A Grid-Based Optimization Algorithm for Parameters Elicitation in WOWA Operators: An Application to Risk Assesment....Pages 207-215
Front Matter....Pages 173-173
An Heuristic Approach for the Training Dataset Selection in Fingerprint Classification Tasks....Pages 217-227
Fuzzy Measures and Experts’ Opinion Elicitation....Pages 229-241
Algorithms Based on Computational Intelligence for Autonomous Physical Rehabilitation at Home....Pages 243-251
A Predictive Approach Based on Neural Network Models for Building Automation Systems....Pages 253-262
Front Matter....Pages 263-263
Effects of Narrative Identities and Attachment Style on the Individual’s Ability to Categorize Emotional Voices....Pages 265-272
Coordination between Markers, Repairs and Hand Gestures in Political Interviews....Pages 273-282
Influence of Induced Mood on the Rating of Emotional Valence and Intensity of Facial Expressions....Pages 283-291
A Multimodal Approach for Parkinson Disease Analysis....Pages 293-302
Are Emotions Reliable Predictors of Future Behavior? The Case of Guilt and Other Post-action Emotions....Pages 303-310
Negative Mood Effects on Decision Making among Potential Pathological Gamblers and Healthy Individuals....Pages 311-318
Deep Learning Our Everyday Emotions....Pages 319-328
Extracting Style and Emotion from Handwriting....Pages 329-338
Front Matter....Pages 339-346
On the Use of Quantum-inspired Optimization Techniques for Training Spiking Neural Networks: A New Method Proposed....Pages 347-355
Binary Synapse Circuitry for High Efficiency Learning Algorithm Using Generalized Boundary Condition Memristor Models....Pages 357-357
Analogic Realization of a Non-linear Network with Re-configurable Structure as Paradigm for Real Time Analysis of Complex Dynamics....Pages 359-368
A Memristive System Based on an Electrostatic Loudspeaker....Pages 369-374
Memristor Based Adaptive Coupling for Synchronization of Two Rössler Systems....Pages 375-382
Back Matter....Pages 383-394
....Pages 395-400