Table of Contents
Mathematical and Theoretical Methods in Computational Intelligence
Gaze Gesture Recognition with Hierarchical Temporal Memory Networks David Rozado Francisco B. Rodriguez Pablo Varona 1
Feature Selection for Multi-label Classification Problems Gauthier Doquire Michel Verleysen 9
A Novel Grouping Heuristic Algorithm for the Switch Location Problem Based on a Hybrid Dual Harmony Search Technique Sergio Gil-Lopez Itziar Landa-Torres Javier Del Ser Sancho Salcedo-Sanz Diana Manjarres Jose A. Portilla-Figueras 17
Optimal Evolutionary Wind Turbine Placement in Wind Farms Considering New Models of Shape, Orography and Wind Speed Simulation B. Saavedra-Moreno S. Salcedo-Sanz A. Paniagua-Tineo J. Gascón-Moreno J.A. Portilla-Figueras 25
Multi-Valued Neurons: Hebbian and Error-Correction Learning Igor Aizenberg 33
Multi-label Testing for CO2RBFN: A First Approach to the Problem Transformation Methodology for Multi-label Classification A.J. Rivera F. Charte M.D. Pérez-Godoy María Jose del Jesus 41
Single Neuron Transient Activity Detection by Means of Tomography Carlos Aguirre Pedro Pascual Doris Campos Eduardo Serrano 49
Estimate of a Probability Density Function through Neural Networks Leonardo Reyneri Valentina Colla Marco Vannucci 57
Learning and Adaptation
A Neural Fuzzy Inference Based Adaptive Controller Using Learning Process for Nonholonomic Robots Ting Wang Fabien Gautero Christophe Sabourin Kurosh Madani 65
A Multi-objective Evolutionary Algorithm for Network Intrusion Detection Systems J. Gómez C. Gil R. Baños A.L. Márquez F.G. Montoya M.G. Montoya 73
A Cognitive Approach for Robots' Vision Using Unsupervised Learning and Visual Salieney Dominik M. Ramík Christophe Sabourin Kurosh Madani 81
Fusing Heterogenous Data Sources Considering a Set of Equivalence Constraints Manuel Martín-Merino 89
A Novel Heuristic for Building Reduced-Set SVMs Using the Self-Organizing Map Ajalmar R. Rocha Neto Guilherme A. Barreto 97
An Additive Decision Rules Classifier for Network Intrusion Detection Tommaso Pani Francisco de Toro 105
Multi-modal Opponent Behaviour Prognosis in E-Negotiations Ioannis Papaioannou Ioanna Roussaki Miltiades Anagnostou 113
Bio-inspired Systems and Neuro-engineering
An AER to CAN Bridge for Spike-Based Robot Control M. Dominguez-Morales A. Jimenez-Fernandez R. Paz A. Linares-Barranco D. Cascado J.L. Coronado J.L. Muñoz G. Jimenez 124
Neuromorphic Real-Time Objects Tracking Using Address Event Representation and Silicon Retina F. Cómez- Rodríguez L. Miró-Amarante M. Rivas G. Jimenez F.Licz-del-Rio 133
Performance Study of Software AER-Based Convolutions on a Parallel Supercomputer Rafael J. Montero-Gonzalez Arturo Morgado-Estevez Alejandro Linares-Barranco Bernabe Linares-Barranco Fernando Perez-Peña Jose Antonio Perez-Carrasco Angel Jimenez-Fernandez 141
Frequency Analysis of a 64x64 Pixel Retinomorphic System with AER Output to Estimate the Limits to Apply onto Specific Mechanical Environment Fernando Perez-Peña Arturo Morgado-Estevez Alejandro Linares-Barranco Gabriel Jimenez-Moreno,Jose Maria Rodriguez-Corral Rafael J.Montero-Gonzalez 149
An AER Spike-Processing Filter Simulator and Automatic VHDL Generator Based on Cellular Automata Manuel Rivas-Perez A. Linares-Barranco Francisco Gomez-Rodriguez A. Morgado A. Civit G. Jimenez 157
A Biologically Inspired Neural Network for Autonomous Underwater Vehicles Francisco García-Córdova Antonio Guerrero-González 166
Hybrid Intelligent Systems
A Preliminary Study on the Use of Fuzzy Rough Set Based Feature Selection for Improving Evolutionary Instance Selection Algorithms Joaquín Derrac Chris Cornells Salvador García Francisco Herrera 174
Forecasting Based on Short Time Series Using ANNs and Grey Theory - Some Basic Comparisons Jelena Milojkovic Vanco Litovski Octavio Nieto-Taladriz Slobodan Bojanic 183
Short-Term Wind Power Forecast Based on Cluster Analysis and Artificial Neural Networks Javier Lorenzo Juan Méndez Modesto Castrillón Daniel Hernández 191
Back Propagation with Balanced MSE Cost Function and Nearest Neighbor Editing for Handling Class Overlap and Class Imbalance R. Alejo J.M. Sotoca V. García R.M. Valdovinos 199
Combination of GA and ANN to High Accuracy of Polarimetric SAR Data Classification Ataollah Haddadi G. Mahmodreza Sahebi 207
Gradient Descent Optimization for Routing in Multistage Interconnection Networks Mehran Ghaziasgar Armin Tavakoli Naeini 215
The Command Control of a Two-Degree-of-Freedom Platform by Hand Gesture Moment Invariants Chih-Lyang Hwang Chen-Han Yang 223
Network Intrusion Prevention by Using Hierarchical Self-Organizing Maps and Probability-Based Labeling Andres Ortiz Julio Ortega Antonio F. Díaz Alberto Prieto 232
Applications of Computational Intelligence
Human/Robot Interface for Voice Teleoperation of a Robotic Platform L. Gallardo-Estrella A. Poneela 240
Graph Laplacian for Semi-supervised Feature Selection in Regression Problems Gauthier Doquire Michel Verleysen 248
Detection of Transients in Steel Casting through Standard and AI-Based Techniques Valentino Colla Marco Vannucci Nicola Matarese Gerard Stephens Marco Pianezzola Izaskun Alonso Torsten Lamp Juan Palacios Siegfried Schiewe 256
Oesophageal Voice Harmonic to Noise Ratio Enhancement over UMTS Network Using Kalman-EM Maro en Azzouz Begoña García Zapirain Ibon Ruiz Ama Méndez 265
Study of Various Neural Networks to Improve the Defuzzification of Fuzzy Clustering Algorithms for ROIs Detection in Lung CTs Alberto Rey Alfonso Castro Bernardino Arcay 273
Differential Evolution Optimization of 3D Topological Active Volumes J. Novo J. Santos M. G. Penedo 282
Genetic Algorithms Applied to the Design of 3D Photonic Crystals Agustín Morgado-León Alejandro Escuín Elisa Guerrero Andrés Yáñez Pedro L. Galindo Lorenzo Sanchis 291
Sliding Empirical Mode Decomposition for On-line Analysis of Biomedical Time Series A. Zeiler R. Faltermeier A.M. Tomé C. Puntonet A. BrAwanski E.W. Lang 299
Suitability of Artificial Neural Networks for Designing LoC Circuits David Moreno Sandra Gómez Juan Castellanos 307
Aeration Control and Parameter Soft Estimation for a Wastewater Treatment Plant Using a Neurogenetic Design Javier Fernandez de Canete Pablo del Saz-Orozco Inmaculada Garcia-Moral 315
Pulse Component Modification Detection in Spino Cerebellar Ataxia 2 Using ICA Rodolfo V. García Fernando Rojas Jesús González Luis Velázquez Roberto Rodríguez Roberto Becerra Olga Valenzuela 323
Early Pigmentary Retinosis Diagnostic Based on Classification Trees Vivian Sistachs Vega Ganzalo Joya Caparrós Miguel A. Díaz Martínez 329
New Applications of Brain-Computer Interfaces
Audio-Cued SMR Brain-Computer Interface to Drive a Virtual Wheelchair Francisco Velasco-Álvarez Ricardo Ron-Angevin Leandro da Silva-Sauer Salvador Sancha-Ros María José Blanca-Mena 337
A Domotic Control System Using Brain-Computer Interface (BCI) Rebeca Corralejo Roberto Hornero Daniel Álvarez 345
A Dictionary-Driven SSVEP Speller with a Modified Graphical User Interface Ivan Volosyak Anton Moor Axel Gräser 353
Non-invasive Brain-Computer Interfaces: Enhanced Gaming and Robotic Control Reinhold Scherer Elisabeth C. V. Friedrich Brendan Allison Markus Pröll Mike Chung Willy Cheung Rajesh P.N. Rao Christa Neuper 362
An EEG-Based Design for the Online Detection of Movement Intention Jaime Ibáñez J. Ignacio Serrano M. Dolores del Castillo Luis Barrios Juan Alvaro Gallego Eduardo Rocon 370
Auditory Brain-Computer Interfaces for Complete Locked-In Patients 378
M.A. Lopez-Gordo Ricardo Ron-Angevin Francisco Pelayo Voile
Brain-Computer Interface: Generic Control Interface for Social Interaction Applications C. Hintermüller C. Guger G. Edlinger 386
Optimization Algorithms in Graphic Processing Units
Variable Selection in a GPU Cluster Using Delta Test A. Guillén M. van Heesmjk D. Sovilj M.G. Arenas L.J. Herrera H. Pomares I. Rojas 393
Towards ParadisEO-MO-GPU: A Framework for GPU-Based Local Search Metaheuristics N. Melab T.-V. Luong K. Boufaras E.-G. Talbi 401
Efficient Simulation of Spatio-temporal Dynamics in Ultrasonic Resonators Pedro Alonso-Jordá Jesús Peinado-Pinilla Isabel Pérez- Arjona Victor J. Sánchez-Morcillo 409
GPU Implementation of a Bio-inspired Vision Model Raquel Ureña Christian Morillas Samuel Romero Francisco J. Pelayo 417
Bipartite Graph Matching on GPU over Complete or Local Grid Neighborhoods Cristina Nader Vasconcelos Bodo Rosenhahn 425
GPU Computation in Bioinspired Algorithms: A Review M.G Arenas A.M. Mora G. Romero P. A. Castillo 433
Computing Languages with Bio-inspired Devices and Multi-Agent Systems
About Complete Obligatory Hybrid Networks of Evolutionary Processors without Substitution Artiom Alhazov Gemma Bel-Enguix Alexander Krassovitskiy Yarn Rogozhin 441
Chemical Signaling as a Useful Metaphor for Resource Management Evgeny Skvortsov Nima Kaviani Veronica Dahl 449
Distributed Simulation of P Systems by Means of Map-Reduce: First Steps with Hadoop and P-Lingua L. Diez Dolinski R. Núñez Hervás M. Cruz Echeandía A.Ortega 457
Hierarchy Results on Stateless Multicounter 5'→ 3' Watson-Crick Automata Benedek Nagy László Hegedüs Ömer Egecioglu 465
Towards a Bio-computational Model of Natural Language Learning Leonor Becerra-Bonache 473
Computing Languages with Bio-inspired Devices and Multi-Agent Systems M.Dolores Jiménez-López 481
Computational Intelligence in Multimedia Processing
A Novel Strategy for Improving the Quality of Embedded Zerotree Wavelet Images Transmitted over Alamouti Coding Systems Josmary Labrador Paula M. Castro Héctor J. Pérez-Iglesias Adriana Dapena 489
Applying Data Mining Techniques in a Wyner-Ziv to H.264 Video Transcoder José Luis Martínez Alberto Corrales-García Pedro Cuenca Francisco José Quiles 497
On the Use of Genetic Algorithms to Improve Wavelet Sign Coding Performance Ricardo García Otoniel López Antonio Martí Manuel P. Malumbres 505
Kernel-Based Object Tracking Using a Simple Fuzzy Color Histogram Juan Villalba Espinosa José Maria González Linares Julián Ramos Cózar Nicolás Guil Mata 513
Computational Intelligence in Multimedia Processing Nicolás Guil Julio C. Bregáins arid Adriana Dapena 520
Biologically Plausible Spiking Neural Processing
Isometric Coding of Spiking Haptic Signals by Peripheral Somatosensory Neurons Romain Brasselet Roland S. Johansson Angelo Arleo 528
Context Separability Mediated by the Granular Layer in a Spiking Cerebellum Model for Robot Control Niceto R. Luque Jesús A. Garrido Richard R. Carrillo Eduardo Ros 537
Realistic Modeling of Large-Scale Networks: Spatio-temporal Dynamics and Long-Term Synaptic Plasticity in the Cerebellum Egidio D'Angelo Sergio Solinas 547
Event and Time Driven Hybrid Simulation of Spiking Neural Networks Jesus A. Garrido Richard R. Carrillo Niceto R. Luque Eduardo Ros 554
Author Index 563
