Advances in Neural Networks: Computational Intelligence for ICT

✍ Scribed by Simone Bassis, Anna Esposito, Francesco Carlo Morabito, Eros Pasero (eds.)

• Publisher: Springer International Publishing
• Year: 2016
• Tongue: English
• Leaves: 525
• Series: Smart Innovation, Systems and Technologies 54
• Edition: 1
• Category: Library

✦ Synopsis

This carefully edited book is putting emphasis on computational and artificial intelligent methods for learning and their relative applications in robotics, embedded systems, and ICT interfaces for psychological and neurological diseases. The book is a follow-up of the scientific workshop on Neural Networks (WIRN 2015) held in Vietri sul Mare, Italy, from the 20th to the 22nd of May 2015. The workshop, at its 27th edition became a traditional scientific event that brought together scientists from many countries, and several scientific disciplines. Each chapter is an extended version of the original contribution presented at the workshop, and together with the reviewers’ peer revisions it also benefits from the live discussion during the presentation.

The content of book is organized in the following sections.

1. Introduction,

2. Machine Learning,

3. Artificial Neural Networks: Algorithms and models,

4. Intelligent Cyberphysical and Embedded System,

5. Computational Intelligence Methods for Biomedical ICT in Neurological Diseases,

6. Neural Networks-Based Approaches to Industrial Processes,

7. Reconfigurable Modular Adaptive Smart Robotic Systems for Optoelectronics

Industry: The White'R Instantiation

This book is unique in proposing a holistic and multidisciplinary approach to implement autonomous, and complex Human Computer Interfaces.

✦ Table of Contents

Front Matter....Pages i-xvi
Front Matter....Pages 1-1
Some Notes on Computational and Theoretical Issues in Artificial Intelligence and Machine Learning....Pages 3-12
Front Matter....Pages 13-13
Semi-automatic Brain Lesion Segmentation in Gamma Knife Treatments Using an Unsupervised Fuzzy C-Means Clustering Technique....Pages 15-26
Machine Learning Based Data Mining for Milky Way Filamentary Structures Reconstruction....Pages 27-36
3-D Hand Pose Estimation from Kinect’s Point Cloud Using Appearance Matching....Pages 37-45
Frequency-Domain Adaptive Filtering in Hypercomplex Systems....Pages 47-56
Bayesian Clustering on Images with Factor Graphs in Reduced Normal Form....Pages 57-65
Selection of Negative Examples for Node Label Prediction Through Fuzzy Clustering Techniques....Pages 67-76
Recent Advances on Distributed Unsupervised Learning....Pages 77-86
A Rule Based Recommender System....Pages 87-96
Learning from Nowhere....Pages 97-109
Model Complexity Control in Clustering....Pages 111-120
Front Matter....Pages 121-121
Using Neural Networks for the Recognition of Specific Motion Symptoms of the Parkinson’s Disease....Pages 123-131
Benchmarking Functional Link Expansions for Audio Classification Tasks....Pages 133-141
A Comparison of Consensus Strategies for Distributed Learning of Random Vector Functional-Link Networks....Pages 143-152
Spatial-Temporal Entangled Sparse Distributed Storage (STE-SDS) and Sparse Distributed Code (SDC) in the Systolic Hebb Agnostic Resonance Perceptron (SHARP) Proposed as Hypothetical Model Linking Mini and Macro-Column Scale Functionality in the Cerebral Cortex....Pages 153-160
Łukasiewicz Equivalent Neural Networks....Pages 161-168
A Bayesian-Based Neural Network Model for Solar Photovoltaic Power Forecasting....Pages 169-177
Strict Pyramidal Deep Architectures for Person Re-identification....Pages 179-186
Front Matter....Pages 187-187
A Pilot Study on the Decoding of Dynamic Emotional Expressions in Major Depressive Disorder....Pages 189-200
Advances in a Multimodal Approach for Dysphagia Analysis Based on Automatic Voice Analysis....Pages 201-211
Front Matter....Pages 187-187
Improving Functional Link Neural Network Learning Scheme for Mammographic Classification....Pages 213-221
Quantifying the Complexity of Epileptic EEG....Pages 223-233
What Relatives and Caregivers of Children with Type 1 Diabetes Talk About: Preliminary Results from a Computerized Text Analysis of Messages Posted on the Italian Facebook Diabetes Group....Pages 235-242
A New ICT Based Model for Wellness and Health Care....Pages 243-252
The Implicit and Explicit Attitudes Predict Electoral Decision-Making in 2008 Italian Political Campaign....Pages 253-263
Internet Dependence in High School Student....Pages 265-273
Universal Matched-Filter Template Versus Individualized Template for Single Trial Detection of Movement Intentions of Different Tasks....Pages 275-282
Sparse fNIRS Feature Estimation via Unsupervised Learning for Mental Workload Classification....Pages 283-292
Analyzing Correlations Between Personality Disorders and Frontal Functions: A Pilot Study....Pages 293-302
Processing Bio-medical Data with Class-Dependent Feature Selection....Pages 303-310
LQR Based Training of Adaptive Neuro-Fuzzy Controller....Pages 311-322
Structured Versus Shuffled Connectivity in Cortical Dynamics....Pages 323-331
Front Matter....Pages 333-333
Machine Learning Techniques for the Estimation of Particle Size Distribution in Industrial Plants....Pages 335-343
Combining Multiple Neural Networks to Predict Bronze Alloy Elemental Composition....Pages 345-352
Neuro-Fuzzy Techniques and Industry: Acceptability, Advantages and Perspectives....Pages 353-361
The Importance of Variable Selection for Neural Networks-Based Classification in an Industrial Context....Pages 363-370
Non Linear Time Series Analysis of Air Pollutants with Missing Data....Pages 371-378
Front Matter....Pages 379-379
Making Intelligent the Embedded Systems Through Cognitive Outlier and Fault Detection....Pages 381-390
A Study on the Moral Implications of Human Disgust-Related Emotions Detected Using EEG-Based BCI Devices....Pages 391-401
Learning Hardware Friendly Classifiers Through Algorithmic Risk Minimization....Pages 403-413
Front Matter....Pages 379-379
A Hidden Markov Model-Based Approach to Grasping Hand Gestures Classification....Pages 415-423
A Low Cost ECG Biometry System Based on an Ensemble of Support Vector Machine Classifiers....Pages 425-433
Front Matter....Pages 435-435
A Regenerative Approach to Dynamically Design the Forward Kinematics for an Industrial Reconfigurable Anthropomorphic Robotic Arm....Pages 437-446
An ANN Based Decision Support System Fostering Production Plan Optimization Through Preventive Maintenance Management....Pages 447-455
Gaussian Beam Optics Model for Multi-emitter Laser Diode Module Configuration Design....Pages 457-464
Flexible Automated Island for (Dis) Assembly of a Variety of Silicon Solar Cell Geometries for Specialist Solar Products....Pages 465-473
Analysis of Production Scenario and KPI Calculation: Monitoring and Optimization Logics of White’R Island....Pages 475-480
Standardization and Green Labelling Procedure Methodology Developed for the Achievement of an Eco-Label for White’R Island....Pages 481-487
A Novel Hybrid Fuzzy Multi-objective Linear Programming Method of Aggregate Production Planning....Pages 489-501
A Production Scheduling Algorithm for a Distributed Mini Factories Network Model....Pages 503-515
A Multi-horizon, Multi-objective Training Planner: Building the Skills for Manufacturing....Pages 517-526
Use of Laser Scanners in Machine Tools to Implement Freeform Parts Machining and Quality Control....Pages 527-536
Back Matter....Pages 537-539

✦ Subjects

Computational Intelligence; Artificial Intelligence (incl. Robotics)