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Table of Contents
Engineering Applications of Neural Networks (Part I)
Lazaros Iliadis, Chrisina Jayne (Eds.)
Front Matter

Computer Vision and Robotics


ART-Based Fusion of Multi-modal Information for Mobile Robots
Elmar Berghöfer, Denis Schulze, Marko Tscherepanow, Sven Wachsmuth
1-10
Vision-Based Autonomous Navigation Using Supervised Learning Techniques
Jefferson Souza, Gustavo Pessin, Fernando Osório, Denis Wolf
11-20

Self Organizing Maps


SOM-Based Clustering and Optimization of Production
Primož Potočnik, Tomaž Berlec, Marko Starbek, Edvard Govekar
21-30
Behavioral Profiles for Building Energy Performance Using eXclusive SOM
Félix Vázquez, Sergio Gaceo, Wolfgang Kastner, José Morales
31-40

Classification - Pattern Recognition


Hypercube Neural Network Algorithm for Classification
Dominic Palmer-Brown, Chrisina Jayne
41-51
Improving the Classification Performance of Liquid State Machines Based on the Separation Property
Emmanouil Hourdakis, Panos Trahanias
52-62
A Scale-Changeable Image Analysis Method
Hui Wei, Bo Lang, Qing-Song Zuo
63-68
Induction of Linear Separability through the Ranked Layers of Binary Classifiers
Leon Bobrowski
69-77
Classifying the Differences in Gaze Patterns of Alphabetic and Logographic L1 Readers – A Neural Network Approach
André Krause, Kai Essig, Li-Ying Essig-Shih, Thomas Schack
78-83
Subspace-Based Face Recognition on an FPGA
Pablo Pizarro, Miguel Figueroa
84-89
A Window-Based Self-Organizing Feature Map (SOFM) for Vector Filtering Segmentation of Color Medical Imagery
Ioannis Stephanakis, George Anastassopoulos, Lazaros Iliadis
90-100

Financial and Management Applications of AI


Neural Network Rule Extraction to Detect Credit Card Fraud
Nick Ryman-Tubb, Paul Krause
101-110

Fuzzy Systems


A Neuro-Fuzzy Hybridization Approach to Model Weather Operations in a Virtual Warfare Analysis System
D. Rao, Lazaros Iliadis, Stefanos Spartalis
111-121
Employing Smart Logic to Spot Audio in Real Time on Deeply Embedded Systems
Mario Malcangi
122-129

Support Vector Machines


Quantization of Adulteration Ratio of Raw Cow Milk by Least Squares Support Vector Machines (LS-SVM) and Visible/Near Infrared Spectroscopy
Ching-Lu Hsieh, Chao-Yung Hung, Ching-Yun Kuo
130-139
Support Vector Machines versus Artificial Neural Networks for Wood Dielectric Loss Factor Estimation
Lazaros Iliadis, Stavros Tachos, Stavros Avramidis, Shawn Mansfield
140-149

Learning and Novel Algorithms


Time-Frequency Analysis of Hot Rolling Using Manifold Learning
Francisco García, Ignacio Díaz, Ignacio Álvarez, Daniel Pérez, Daniel Ordonez, Manuel Domínguez
150-155

Reinforcement and Radial Basis Function ANN


Application of Radial Bases Function Network and Response Surface Method to Quantify Compositions of Raw Goat Milk with Visible/Near Infrared Spectroscopy
Ching-Lu Hsieh, Chao-Yung Hung, Mei-Jen Lin
156-161
Transferring Models in Hybrid Reinforcement Learning Agents
Anestis Fachantidis, Ioannis Partalas, Grigorios Tsoumakas, Ioannis Vlahavas
162-171

Machine Learning


Anomaly Detection from Network Logs Using Diffusion Maps
Tuomo Sipola, Antti Juvonen, Joel Lehtonen
172-181
Large datasets: a mixed method to adapt and improve their learning by neural networks used in regression contexts
Marc Sauget, Julien Henriet, Michel Salomon, Sylvain Contassot-Vivier
182-191

Evolutionary Genetic Algorithms - Optimization


Evolutionary Algorithm Optimization of Edge Delivery Sites in Next Generation Multi-service Content Distribution Networks
Ioannis Stephanakis, Dimitrios Logothetis
192-202
Application of Neural Networks to Morphological Assessment in Bovine Livestock
Horacio González-Velasco, Carlos García-Orellana, Miguel Macías-Macías, Ramón Gallardo-Caballero, Antonio García-Manso
203-208

Web Applications of ANN


Object Segmentation Using Multiple Neural Networks for Commercial Offers Visual Search
I. Gallo, A. Nodari, M. Vanetti
209-218

Spiking ANN


Method for Training a Spiking Neuron to Associate Input-Output Spike Trains
Ammar Mohemmed, Stefan Schliebs, Satoshi Matsuda, Nikola Kasabov
219-228

Feature Extraction - Minimization


Two Different Approaches of Feature Extraction for Classifying the EEG Signals
Pari Jahankhani, Juan Lara, Aurora Pérez, Juan Valente
229-239
An Ensemble Based Approach for Feature Selection
Behrouz Minaei-Bidgoli, Maryam Asadi, Hamid Parvin
240-246
A new feature extraction method based on clustering for face recognition
S. El Ferchichi, K. Laabidi, S. Zidi, M. Ksouri, S. Maouche
247-253

Medical Applications of AI


A Recurrent Neural Network Approach for Predicting Glucose Concentration in Type-1 Diabetic Patients
Fayrouz Allam, Zaki Nossai, Hesham Gomma, Ibrahim Ibrahim, Mona Abdelsalam
254-259
Segmentation of Breast Ultrasound Images Using Neural Networks
Ahmed Othman, Hamid Tizhoosh
260-269
Knowledge Discovery and Risk Prediction for Chronic Diseases: An Integrated Approach
Anju Verma, Maurizio Fiasché, Maria Cuzzola, Francesco Morabito, Giuseppe Irrera
270-279
Permutation Entropy for Discriminating ‘Conscious’ and ‘Unconscious’ State in General Anesthesia
Nicoletta Nicolaou, Saverios Houris, Pandelitsa Alexandrou, Julius Georgiou
280-288

Environmental and Earth Applications of AI


Determining Soil – Water Content by Data Driven Modeling When Relatively Small Data Sets Are Available
Milan Cisty
289-295
A Neural Based Approach and Probability Density Approximation for Fault Detection and Isolation in Nonlinear Systems
P. Boi, A. Montisci
296-305
A Neural Network Tool for the Interpolation of foF2 Data in the Presence of Sporadic E Layer
Haris Haralambous, Antonis Ioannou, Harris Papadopoulos
306-314

Multi Layer ANN


Neural Networks Approach to Optimization of Steel Alloys Composition
Petia Koprinkova-Hristova, Nikolay Tontchev, Silviya Popova
315-324
Predictive Automated Negotiators Employing Risk-Seeking and Risk-Averse Strategies
Marisa Masvoula, Constantine Halatsis, Drakoulis Martakos
325-334
Maximum Shear Modulus Prediction by Marchetti Dilatometer Test Using Neural Networks
Manuel Cruz, Jorge Santos, Nuno Cruz
335-344
NNIGnets, Neural Networks Software
Tânia Fontes, Vânia Lopes, Luís Silva, Jorge Santos, Joaquim Marques de Sá
345-350
Key Learnings from Twenty Years of Neural Network Applications in the Chemical Industry
Aaron Owens
351-360

Bioinformatics


Incremental – Adaptive – Knowledge Based – Learning for Informative Rules Extraction in Classification Analysis of aGvHD
Maurizio Fiasché, Anju Verma, Maria Cuzzola, Francesco Morabito, Giuseppe Irrera
361-371

The Applications of Soft Computing to Telecommunications (ASCOTE) Workshop


An Intelligent Approach to Detect Probe Request Attacks in IEEE 802.11 Networks
Deepthi Ratnayake, Hassan Kazemian, Syed Yusuf, Azween Abdullah
372-381
An Intelligent Keyboard Framework for Improving Disabled People Computer Accessibility
Karim Ouazzane, Jun Li, Hassan Kazemian
382-391
Finding 3G Mobile Network Cells with Similar Radio Interface Quality Problems
Pekka Kumpulainen, Mika Särkioja, Mikko Kylväjä, Kimmo Hätönen
392-401
Analyzing 3G Quality Distribution Data with Fuzzy Rules and Fuzzy Clustering
Pekka Kumpulainen, Mika Särkioja, Mikko Kylväjä, Kimmo Hätönen
402-411
Adaptive Service Composition for Meta-searching in a Mobile Environment
Ronnie Cheung, Hassan Kazemian
412-421
Simulation of Web Data Traffic Patterns Using Fractal Statistical Modelling
Shanyu Tang, Hassan Kazemian
422-432

Computational Intelligence Applications in Bioinformatics (CIAB) Workshop


Mathematical Models of Dynamic Behavior of Individual Neural Networks of Central Nervous System
Dimitra-Despoina Pagania, Adam Adamopoulos, Spiridon Likothanassis
433-442
Towards Optimal Microarray Universal Reference Sample Designs: An In-Silico Optimization Approach
George Potamias, Sofia Kaforou, Dimitris Kafetzopoulos
443-452
Information-Preserving Techniques Improve Chemosensitivity Prediction of Tumours Based on Expression Profiles
E. Christodoulou, O. Røe, A. Folarin, I. Tsamardinos
453-462
Optimizing Filter Processes on Protein Interaction Clustering Results Using Genetic Algorithms
Charalampos Moschopoulos, Grigorios Beligiannis, Sophia Kossida, Spiridon Likothanassis
463-470
Adaptive Filtering Techniques Combined with Natural Selection-Based Heuristic Algorithms in the Prediction of Protein-Protein Interactions
Christos Dimitrakopoulos, Konstantinos Theofilatos, Efstratios Georgopoulos, Spyridon Likothanassis, Athanasios Tsakalidis, Seferina Mavroudi
471-480

Informatics and Intelligent Systems Applications for Quality of Life information Services (ISQLIS) Workshop


Investigation of Medication Dosage Influences from Biological Weather
Kostas Karatzas, Marina Riga, Dimitris Voukantsis, Åslög Dahl
481-490
Combination of Survival Analysis and Neural Networks to Relate Life Expectancy at Birth to Lifestyle, Environment, and Health Care Resources Indicators
Lazaros Iliadis, Kyriaki Kitikidou
491-498
An Artificial Intelligence-Based Environment Quality Analysis System
Mihaela Oprea, Lazaros Iliadis
499-508
Personalized Information Services for Quality of Life: The Case of Airborne Pollen Induced Symptoms
Dimitris Voukantsis, Kostas Karatzas, Siegfried Jaeger, Uwe Berger
509-515
Fuzzy Modeling of the Climate Change Effect to Drought and to Wild Fires in Cyprus
Xanthos Papakonstantinou, Lazaros Iliadis, Elias Pimenidis, Fotis Maris
516-528

 

 


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