AIAI 2011

EANN/AIAI 2011: Corfu, Greece

Engineering Applications of Neural Networks - 12th INNS EANN-SIG International Conference, EANN 2011 and 7th IFIP WG 12.5 International Conference, AIAI 2011, Corfu, Greece, September 15-18, 2011, Proceedings Part I

Lazaros S. Iliadis, Chrisina Jayne

Springer, IFIP Advances in Information and Communication Technology 363, ISBN: 978-3-642-23956-4

Contents

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 R. Souza, Gustavo Pessin, Fernando Santos Osório, Denis F. Wolf

11-20

Self Organizing Maps

SOM-Based Clustering and Optimization of Production.

Primoz Potocnik, Tomaz Berlec, Marko Starbek, Edvard Govekar

21-30

Behavioral Profiles for Building Energy Performance Using eXclusive SOM.

Félix Iglesias Vázquez, Sergio Cantos Gaceo, Wolfgang Kastner, José A. Montero 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 E. Trahanias

52-62

A Scale-Changeable Image Analysis Method.

Hui Wei, Bo Lang, Qingsong 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 Frank 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 M. Stephanakis, George C. Anastassopoulos, Lazaros S. Iliadis

90-100

Financial and Management Applications of AI

Neural Network Rule Extraction to Detect Credit Card Fraud.

Nick F. Ryman-Tubb, Paul Krause

101-110

Fuzzy Systems

A Neuro-Fuzzy Hybridization Approach to Model Weather Operations in a Virtual Warfare Analysis System.

D. Vijay Rao, Lazaros S. 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 S. Iliadis, Stavros Tachos, Stavros Avramidis, Shawn Mansfield

140-149

Learning and Novel Algorithms

Time-Frequency Analysis of Hot Rolling Using Manifold Learning.

Francisco J. García-Fernández, Ignacio Díaz Blanco, Ignacio Álvarez, Daniel Pérez-López, Daniel G. Ordonez, Manuel Domínguez-González

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 P. 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 M. González Velasco, Carlos J. 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.

Ignazio Gallo, Angelo Nodari, Marco 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 Alfonso Lara, Aurora Pérez-Pérez, Juan Pedro 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.

Sabra El Ferchichi, Salah Zidi, Kaouther Laabidi, Moufida Ksouri, Salah Maouche

247-253

Medical Applications of AI

A Recurrent Neural Network Approach for Predicting Glucose Concentration in Type-1 Diabetic Patients.

Fayrouz Allam, Zaki Nossair, Hesham Gomma, Ibrahim Ibrahim, Mona Abdelsalam

254-259

Segmentation of Breast Ultrasound Images Using Neural Networks.

Ahmed A. Othman, Hamid R. Tizhoosh

260-269

Knowledge Discovery and Risk Prediction for Chronic Diseases: An Integrated Approach.

Anju Verma, Maurizio Fiasché, Maria Cuzzola, Francesco Carlo 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.

Patrizia Boi, Augusto 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 D. Koprinkova-Hristova, Nikolay Tontchev, Silvia 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 M. Santos, Nuno Cruz

335-344

NNIGnets, Neural Networks Software.

Tânia Fontes, Vânia Lopes, Luís M. Silva, Jorge M. Santos, Joaquim Marques de Sá

345-350

Key Learnings from Twenty Years of Neural Network Applications in the Chemical Industry.

Aaron J. 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 Carlo 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 N. Ratnayake, Hassan B. Kazemian, Syed A. Yusuf, Azween B. Abdullah

372-381

An Intelligent Keyboard Framework for Improving Disabled People Computer Accessibility.

Karim Ouazzane, Jun Li 0013, Hassan B. 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 B. Kazemian

412-421

Simulation of Web Data Traffic Patterns Using Fractal Statistical Modelling.

Shanyu Tang, Hassan B. 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 V. Adamopoulos, Spiridon D. 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.

Eleni G. Christodoulou, O. D. Røe, A. Folarin, I. Tsamardinos

453-462

Optimizing Filter Processes on Protein Interaction Clustering Results Using Genetic Algorithms.

Charalampos N. Moschopoulos, Grigorios N. Beligiannis, Sophia Kossida, Spiridon D. Likothanassis

463-470

Adaptive Filtering Techniques Combined with Natural Selection-Based Heuristic Algorithms in the Prediction of Protein-Protein Interactions.

Christos M. Dimitrakopoulos, Konstantinos A. Theofilatos, Efstratios F. Georgopoulos, Spiridon D. Likothanassis, Athanasios K. 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 D. 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 S. Iliadis, Kyriaki Kitikidou

491-498

An Artificial Intelligence-Based Environment Quality Analysis System.

Mihaela Oprea, Lazaros S. Iliadis

499-508

Personalized Information Services for Quality of Life: The Case of Airborne Pollen Induced Symptoms.