Advances in Computational Intelligence : 11th International Work-Conference on Artificial Neural Networks, IWANN 2011, Torremolinos-Málaga, Spain, June 8-10, 2011, Proceedings, Part I

by Cabestany, Joan; Rojas, Ignacio; Joya, Gonzalo

• ISBN13: 9783642215001
• ISBN10: 3642215009
• Format: Paperback
• Copyright: 2011-08-03
• Publisher: Springer-Verlag New York Inc

Summary

This two-volume set LNCS 6691 and 6692 constitutes the refereed proceedings of the 11th International Work-Conference on Artificial Neural Networks, IWANN 2011, held in Torremolinos-M laga, Spain, in June 2011. The 154 revised papers were carefully reviewed and selected from 202 submissions for presentation in two volumes. The first volume includes 69 papers organized in topical sections on mathematical and theoretical methods in computational intelligence; learning and adaptation; bio-inspired systems and neuro-engineering; hybrid intelligent systems; applications of computational intelligence; new applications of brain-computer interfaces; optimization algorithms in graphic processing units; computing languages with bio-inspired devices and multi-agent systems; computational intelligence in multimedia proessing; and biologically plausible spiking neural processing.

Table of Contents

Mathematical and Theoretical Methods in Computational Intelligence
Gaze Gesture Recognition with Hierarchical Temporal Memory Networks	p. 1
Feature Selection for Multi-label Classification Problems	p. 9
A Novel Grouping Heuristic Algorithm for the Switch Location Problem Based on a Hybrid Dual Harmony Search Technique	p. 17
Optimal Evolutionary Wind Turbine Placement in Wind Farms Considering New Models of Shape, Orography and Wind Speed Simulation	p. 25
Multi-Valued Neurons: Hebbian and Error-Correction Learning	p. 33
Multi-label Testing for CO2RBFN: A First Approach to the Problem Transformation Methodology for Multi-label Classification	p. 41
Single Neuron Transient Activity Detection by Means of Tomography	p. 49
Estimate of a Probability Density Function through Neural Networks	p. 57
Learning and Adaptation
A Neural Fuzzy Inference Based Adaptive Controller Using Learning Process for Nonholonomic Robots	p. 65
A Multi-objective Evolutionary Algorithm for Network Intrusion Detection Systems	p. 73
A Cognitive Approach for Robots' Vision Using Unsupervised Learning and Visual Salieney	p. 81
Fusing Heterogenous Data Sources Considering a Set of Equivalence Constraints	p. 89
A Novel Heuristic for Building Reduced-Set SVMs Using the Self-Organizing Map	p. 97
An Additive Decision Rules Classifier for Network Intrusion Detection	p. 105
Multi-modal Opponent Behaviour Prognosis in E-Negotiations	p. 113
Bio-inspired Systems and Neuro-engineering
An AER to CAN Bridge for Spike-Based Robot Control	p. 124
Neuromorphic Real-Time Objects Tracking Using Address Event Representation and Silicon Retina	p. 133
Performance Study of Software AER-Based Convolutions on a Parallel Supercomputer	p. 141
Frequency Analysis of a 64x64 Pixel Retinomorphic System with AER Output to Estimate the Limits to Apply onto Specific Mechanical Environment	p. 149
An AER Spike-Processing Filter Simulator and Automatic VHDL Generator Based on Cellular Automata	p. 157
A Biologically Inspired Neural Network for Autonomous Underwater Vehicles	p. 166
Hybrid Intelligent Systems
A Preliminary Study on the Use of Fuzzy Rough Set Based Feature Selection for Improving Evolutionary Instance Selection Algorithms	p. 174
Forecasting Based on Short Time Series Using ANNs and Grey Theory - Some Basic Comparisons	p. 183
Short-Term Wind Power Forecast Based on Cluster Analysis and Artificial Neural Networks	p. 191
Back Propagation with Balanced MSE Cost Function and Nearest Neighbor Editing for Handling Class Overlap and Class Imbalance	p. 199
Combination of GA and ANN to High Accuracy of Polarimetric SAR Data Classification	p. 207
Gradient Descent Optimization for Routing in Multistage Interconnection Networks	p. 215
The Command Control of a Two-Degree-of-Freedom Platform by Hand Gesture Moment Invariants	p. 223
Network Intrusion Prevention by Using Hierarchical Self-Organizing Maps and Probability-Based Labeling	p. 232
Applications of Computational Intelligence
Human/Robot Interface for Voice Teleoperation of a Robotic Platform	p. 240
Graph Laplacian for Semi-supervised Feature Selection in Regression Problems	p. 248
Detection of Transients in Steel Casting through Standard and AI-Based Techniques	p. 256
Oesophageal Voice Harmonic to Noise Ratio Enhancement over UMTS Network Using Kalman-EM	p. 265
Study of Various Neural Networks to Improve the Defuzzification of Fuzzy Clustering Algorithms for ROIs Detection in Lung CTs	p. 273
Differential Evolution Optimization of 3D Topological Active Volumes	p. 282
Genetic Algorithms Applied to the Design of 3D Photonic Crystals	p. 291
Sliding Empirical Mode Decomposition for On-line Analysis of Biomedical Time Series	p. 299
Suitability of Artificial Neural Networks for Designing LoC Circuits	p. 307
Aeration Control and Parameter Soft Estimation for a Wastewater Treatment Plant Using a Neurogenetic Design	p. 315
Pulse Component Modification Detection in Spino Cerebellar Ataxia 2 Using ICA	p. 323
Early Pigmentary Retinosis Diagnostic Based on Classification Trees	p. 329
New Applications of Brain-Computer Interfaces
Audio-Cued SMR	p. 337
A Domotic Control System Using Brain-Computer Interface (BCI)	p. 345
A Dictionary-Driven SSVEP Speller with a Modified Graphical User Interface	p. 353
Non-invasive Brain-Computer Interfaces: Enhanced Gaming and Robotic Control	p. 362
An EEG-Based Design for the Online Detection of Movement Intention	p. 370
Auditory Brain-Computer Interfaces for Complete Locked-In Patients	p. 378
M.A. Lopez-Gordo
Brain-Computer Interface: Generic Control Interface for Social Interaction Applications	p. 386
Optimization Algorithms in Graphic Processing Units
Variable Selection in a GPU Cluster Using Delta Test	p. 393
Towards ParadisEO-MO-GPU: A Framework for GPU-Based Local Search Metaheuristics	p. 401
Efficient Simulation of Spatio-temporal Dynamics in Ultrasonic Resonators	p. 409
GPU Implementation of a Bio-inspired Vision Model	p. 417
Bipartite Graph Matching on GPU over Complete or Local Grid Neighborhoods	p. 425
GPU Computation in Bioinspired Algorithms: A Review	p. 433
Computing Languages with Bio-inspired Devices and Multi-Agent Systems
About Complete Obligatory Hybrid Networks of Evolutionary Processors without Substitution	p. 441
Chemical Signaling as a Useful Metaphor for Resource Management	p. 449
Distributed Simulation of P Systems by Means of Map-Reduce: First Steps with Hadoop and P-Lingua	p. 457
Hierarchy Results on Stateless Multicounter 5'→ 3' Watson-Crick Automata	p. 465
Towards a Bio-computational Model of Natural Language Learning	p. 473
Computing Languages with Bio-inspired Devices and Multi-Agent Systems	p. 481
Computational Intelligence in Multimedia Processing
A Novel Strategy for Improving the Quality of Embedded Zerotree Wavelet Images Transmitted over Alamouti Coding Systems	p. 489
Applying Data Mining Techniques in a Wyner-Ziv to H.264 Video Transcoder	p. 497
On the Use of Genetic Algorithms to Improve Wavelet Sign Coding Performance	p. 505
Kernel-Based Object Tracking Using a Simple Fuzzy Color Histogram	p. 513
Computational Intelligence in Multimedia Processing	p. 520
Biologically Plausible Spiking Neural Processing
Isometric Coding of Spiking Haptic Signals by Peripheral Somatosensory Neurons	p. 528
Context Separability Mediated by the Granular Layer in a Spiking Cerebellum Model for Robot Control	p. 537
Realistic Modeling of Large-Scale Networks: Spatio-temporal Dynamics and Long-Term Synaptic Plasticity in the Cerebellum	p. 547
Event and Time Driven Hybrid Simulation of Spiking Neural Networks	p. 554
Author Index	p. 563
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