This book constitutes the refereed proceedings of the 10th International Work-Conference on Artificial Neural Networks, IWANN 2009, held in Salamanca, Spain in June 2009.
The 167 revised full papers presented together with 3 invited lectures were carefully reviewed and selected from over 230 submissions. The papers are organized in thematic sections on theoretical foundations and models; learning and adaptation; self-organizing networks, methods and applications; fuzzy systems; evolutionary computation and genetic algoritms; pattern recognition; formal languages in linguistics; agents and multi-agent on intelligent systems; brain-computer interfaces (bci); multiobjetive optimization; robotics; bioinformatics; biomedical applications; ambient assisted living (aal) and ambient intelligence (ai); other applications.
Author(s): José L. Montaña, Cruz E. Borges (auth.), Joan Cabestany, Francisco Sandoval, Alberto Prieto, Juan M. Corchado (eds.)
Series: Lecture Notes in Computer Science 5517 : Theoretical Computer Science and General Issues
Edition: 1
Publisher: Springer-Verlag Berlin Heidelberg
Year: 2009
Language: English
Pages: 1356
Tags: Computational Biology/Bioinformatics; Pattern Recognition; Artificial Intelligence (incl. Robotics); Data Mining and Knowledge Discovery; Models and Principles; Bioinformatics
Front Matter....Pages -
Lower Bounds for Approximation of Some Classes of Lebesgue Measurable Functions by Sigmoidal Neural Networks....Pages 1-8
A Wavelet Based Method for Detecting Multiple Encoding Rhythms in Neural Networks....Pages 9-16
Switching Dynamics of Neural Systems in the Presence of Multiplicative Colored Noise....Pages 17-23
Gradient Like Behavior and High Gain Design of KWTA Neural Networks....Pages 24-32
Fast Evaluation of Connectionist Language Models....Pages 33-40
Improving the Consistency of AHP Matrices Using a Multi-layer Perceptron-Based Model....Pages 41-48
Global and Local Modelling in Radial Basis Functions Networks....Pages 49-56
A Preliminar Analysis of CO 2 RBFN in Imbalanced Problems....Pages 57-64
Feature Selection in Survival Least Squares Support Vector Machines with Maximal Variation Constraints....Pages 65-72
A Simple Maximum Gain Algorithm for Support Vector Regression....Pages 73-80
Domains of Competence of Artificial Neural Networks Using Measures of Separability of Classes....Pages 81-88
Self-estimation of Data and Approximation Reliability through Neural Networks....Pages 89-96
FPGA Implementations Comparison of Neuro-cortical Inspired Convolution Processors for Spiking Systems....Pages 97-105
Nonparametric Location Estimation for Probability Density Function Learning....Pages 106-113
An Awareness-Based Artificial Neural Network for Cooperative Distributed Environments....Pages 114-121
Improving Classification under Changes in Class and Within-Class Distributions....Pages 122-130
Improving Training in the Vicinity of Temporary Minima....Pages 131-139
Convergence in an Adaptive Neural Network: The Influence of Noise Inputs Correlation....Pages 140-148
Adaptative Resonance Theory Fuzzy Networks Parallel Computation Using CUDA....Pages 149-156
A Supervised Learning Method for Neural Networks Based on Sensitivity Analysis with Automatic Regularization....Pages 157-164
Ensemble Methods for Boosting Visualization Models....Pages 165-173
New Artificial Metaplasticity MLP Results on Standard Data Base....Pages 174-179
Probabilistic Self-Organizing Graphs....Pages 180-187
Spicules for Unsupervised Learning....Pages 188-195
Topology Preserving Visualization Methods for Growing Self-Organizing Maps....Pages 196-203
Making Standard SOM Invariant to the Initial Conditions....Pages 204-211
The Complexity of the Batch Neural Gas Extended to Local PCA....Pages 212-219
Self Organized Dynamic Tree Neural Network....Pages 220-227
Development of Neural Network Structure with Biological Mechanisms....Pages 228-235
Fuzzy Logic, Soft Computing, and Applications....Pages 236-244
A Similarity-Based WAM for Bousi~Prolog....Pages 245-252
On the Declarative Semantics of Multi-Adjoint Logic Programs....Pages 253-260
A Complete Logic for Fuzzy Functional Dependencies over Domains with Similarity Relations....Pages 261-269
RFuzzy : An Expressive Simple Fuzzy Compiler....Pages 270-277
Overcoming Non-commutativity in Multi-adjoint Concept Lattices....Pages 278-285
Evolutionary Fuzzy Scheduler for Grid Computing....Pages 286-293
Improving the Performance of Fuzzy Rule Based Classification Systems for Highly Imbalanced Data-Sets Using an Evolutionary Adaptive Inference System....Pages 294-301
A t-Norm Based Approach to Edge Detection....Pages 302-309
Applying Evolutionary Computation Methods to Formal Testing and Model Checking....Pages 310-317
Applying Evolutionary Techniques to Debug Functional Programs....Pages 318-326
Aiding Test Case Generation in Temporally Constrained State Based Systems Using Genetic Algorithms....Pages 327-334
Creation of Specific-to-Problem Kernel Functions for Function Approximation....Pages 335-342
Combining Genetic Algorithms and Mutation Testing to Generate Test Sequences....Pages 343-350
Testing Restorable Systems by Using RFD....Pages 351-358
RCGA-S/RCGA-SP Methods to Minimize the Delta Test for Regression Tasks....Pages 359-366
An Evolutionary Hierarchical Clustering Method with a Visual Validation Tool....Pages 367-374
An Adaptive Parameter Control for the Differential Evolution Algorithm....Pages 375-382
Parallelizing the Design of Radial Basis Function Neural Networks by Means of Evolutionary Meta-algorithms....Pages 383-390
A Genetic Algorithm for ANN Design, Training and Simplification....Pages 391-398
Graph-Based Representations in Pattern Recognition and Computational Intelligence....Pages 399-406
Kernelization of Softassign and Motzkin-Strauss Algorithms....Pages 407-414
Connectivity Forests for Homological Analysis of Digital Volumes....Pages 415-423
Energy-Based Perceptual Segmentation Using an Irregular Pyramid....Pages 424-431
Hierarchical Graphs for Data Clustering....Pages 432-439
Real Adaboost Ensembles with Emphasized Subsampling....Pages 440-447
Using the Negentropy Increment to Determine the Number of Clusters....Pages 448-455
A Wrapper Method for Feature Selection in Multiple Classes Datasets....Pages 456-463
New Challenges in the Application of Non-classical Formal Languages to Linguistics....Pages 464-471
PNEPs, NEPs for Context Free Parsing: Application to Natural Language Processing....Pages 472-479
A Hyprolog Parsing Methodology for Property Grammars....Pages 480-487
Adaptable Grammars for Non-Context-Free Languages....Pages 488-495
β -Reduction and Antecedent–Anaphora Relations in the Language of Acyclic Recursion....Pages 496-503
Permutation Languages in Formal Linguistics....Pages 504-511
Thomas: Practical Applications of Agents and Multiagent Systems....Pages 512-513
INGENIAS Development Process Assisted with Chains of Transformations....Pages 514-521
A Secure Group-Oriented Model for Multiagent Systems....Pages 522-529
Interactive Animation of Agent Formation Based on Hopfield Neural Networks....Pages 530-536
The INGENIAS Development Kit: A Practical Application for Crisis-Management....Pages 537-544
The Delphi Process Applied to African Traditional Medicine....Pages 545-552
Composing and Ensuring Time-Bounded Agent Services....Pages 553-560
An Organisation-Based Multiagent System for Medical Emergency Assistance....Pages 561-568
TEMMAS: The Electricity Market Multi-Agent Simulator....Pages 569-576
Two Steps Reinforcement Learning in Continuous Reinforcement Learning Tasks....Pages 577-584
Multi-Agent System Theory for Modelling a Home Automation System....Pages 585-593
THOMAS-MALL: A Multiagent System for Shopping and Guidance in Malls....Pages 594-601
Multiagent-Based Educational Environment for Dependents....Pages 602-609
Social and Cognitive System for Learning Negotiation Strategies with Incomplete Information....Pages 610-618
Evaluation of Multi-Agent System Communication in INGENIAS....Pages 619-626
Agents Jumping in the Air: Dream or Reality?....Pages 627-634
Using Scenarios to Draft the Support of Intelligent Tools for Frail Elders in the SHARE-it Approach....Pages 635-641
On the Road to an Abstract Architecture for Open Virtual Organizations....Pages 642-650
Using Rest Class and Control Paradigms for Brain Computer Interfacing....Pages 651-665
The Training Issue in Brain-Computer Interface: A Multi-disciplinary Field....Pages 666-673
A Maxmin Approach to Optimize Spatial Filters for EEG Single-Trial Classification....Pages 674-682
Multiple AM Modulated Visual Stimuli in Brain-Computer Interface....Pages 683-689
A Brain-Computer Interface Based on Steady State Visual Evoked Potentials for Controlling a Robot....Pages 690-697
Asynchronous Brain-Computer Interface to Navigate in Virtual Environments Using One Motor Imagery....Pages 698-705
Impact of Frequency Selection on LCD Screens for SSVEP Based Brain-Computer Interfaces....Pages 706-713
Multiobjective Evolutionary Algorithms: Applications in Real Problems....Pages 714-719
Evolutionary Genetic Algorithms in a Constraint Satisfaction Problem: Puzzle Eternity II....Pages 720-727
Multiobjective Algorithms Hybridization to Optimize Broadcasting Parameters in Mobile Ad-Hoc Networks....Pages 728-735
Application Synthesis for MPSoCs Implementation Using Multiobjective Optimization....Pages 736-743
Multi Objective Optimization Algorithm Based on Neural Networks Inversion....Pages 744-751
EMORBFN: An Evolutionary Multiobjetive Optimization Algorithm for RBFN Design....Pages 752-759
Performance Measures for Dynamic Multi-Objective Optimization....Pages 760-767
Methods for Artificial Evolution of Truly Cooperative Robots....Pages 768-772
Social Robot Paradigms: An Overview....Pages 773-780
A Dual Graph Pyramid Approach to Grid-Based and Topological Maps Integration for Mobile Robotics....Pages 781-788
Integrating Graph-Based Vision Perception to Spoken Conversation in Human-Robot Interaction....Pages 789-796
From Vision Sensor to Actuators, Spike Based Robot Control through Address-Event-Representation....Pages 797-804
Automatic Generation of Biped Walk Behavior Using Genetic Algorithms....Pages 805-812
Motion Planning of a Non-holonomic Vehicle in a Real Environment by Reinforcement Learning * ....Pages 813-819
Applications in Bio-informatics and Biomedical Engineering....Pages 820-828
A Large-Scale Genomics Studies Conducted with Batch-Learning SOM Utilizing High-Performance Supercomputers....Pages 829-836
Clustering Method to Identify Gene Sets with Similar Expression Profiles in Adjacent Chromosomal Regions....Pages 837-844
On Selecting the Best Pre-processing Method for Affymetrix Genechips....Pages 845-852
Method for Prediction of Protein-Protein Interactions in Yeast Using Genomics/Proteomics Information and Feature Selection....Pages 853-860
Protein Structure Prediction by Evolutionary Multi-objective Optimization: Search Space Reduction by Using Rotamers....Pages 861-868
Using Efficient RBF Networks to Classify Transport Proteins Based on PSSM Profiles and Biochemical Properties....Pages 869-876
Artificial Neural Network Based Algorithm for Biomolecular Interactions Modeling....Pages 877-885
Modelling Dengue Epidemics with Autoregressive Switching Markov Models (AR-HMM)....Pages 886-892
A Theoretical Model for the Dengue Epidemic Using Delayed Differential Equations: Numerical Approaches....Pages 893-900
System Identification of Dengue Fever Epidemics in Cuba....Pages 901-908
HIV Model Described by Differential Inclusions....Pages 909-916
Data Mining in Complex Diseases Using Evolutionary Computation....Pages 917-924
Using UN/CEFACT’S Modelling Methodology (UMM) in e-Health Projects....Pages 925-932
Matrix Metric Adaptation Linear Discriminant Analysis of Biomedical Data....Pages 933-940
SPECT Image Classification Techniques for Computer Aided Diagnosis of the Alzheimer Disease....Pages 941-948
Automatic System for Alzheimer’s Disease Diagnosis Using Eigenbrains and Bayesian Classification Rules....Pages 949-956
On the Use of Morphometry Based Features for Alzheimer’s Disease Detection on MRI....Pages 957-964
Selecting Regions of Interest for the Diagnosis of Alzheimer’s Disease in Brain SPECT Images Using Welch’s t-Test....Pages 965-972
Alzheimer’s Diagnosis Using Eigenbrains and Support Vector Machines....Pages 973-980
Artificial Intelligent Systems Based on Supervised HUMANN for Differential Diagnosis of Cognitive Impairment: Towards a 4P-HCDS....Pages 981-988
Stratification Methodologies for Neural Networks Models of Survival....Pages 989-996
Model Comparison for the Detection of EEG Arousals in Sleep Apnea Patients....Pages 997-1004
Ranking of Brain Tumour Classifiers Using a Bayesian Approach....Pages 1005-1012
Feature Selection with Single-Layer Perceptrons for a Multicentre 1 H-MRS Brain Tumour Database....Pages 1013-1020
Weakly-Supervised Classification with Mixture Models for Cervical Cancer Detection....Pages 1021-1028
Edges Detection of Clusters of Microcalcifications with SOM and Coordinate Logic Filters....Pages 1029-1036
A New Methodology for Feature Selection Based on Machine Learning Methods Applied to Glaucoma....Pages 1037-1044
Tissue Recognition Approach to Pressure Ulcer Area Estimation with Neural Networks....Pages 1045-1052
Classification of Schistosomiasis Prevalence Using Fuzzy Case-Based Reasoning....Pages 1053-1060
BAC Overlap Identification Based on Bit-Vectors....Pages 1061-1069
AAL and the Mainstream of Digital Home....Pages 1070-1082
Legal Concerns Regarding AmI Assisted Living in the Elderly, Worldwide and in Romania....Pages 1083-1089
Construction and Debugging of a Multi-Agent Based Simulation to Study Ambient Intelligence Applications....Pages 1090-1097
Easing the Smart Home: Translating Human Hierarchies to Intelligent Environments....Pages 1098-1105
Wireless Sensor Networks in Home Care....Pages 1106-1112
Indoor Localization Based on Neural Networks for Non-dedicated ZigBee Networks in AAL....Pages 1113-1120
Managing Ambient Intelligence Sensor Network Systems, an Agent Based Approach....Pages 1121-1128
Ambulatory Mobility Characterization Using Body Inertial Systems: An Application to Fall Detection....Pages 1129-1136
User Daily Activity Classification from Accelerometry Using Feature Selection and SVM....Pages 1137-1144
A Metrics Review for Performance Evaluation on Assisted Wheelchair Navigation....Pages 1145-1152
Conventional Joystick vs. Wiimote for Holonomic Wheelchair Control....Pages 1153-1160
Normal versus Pathological Cognitive Aging: Variability as a Constraint of Patients Profiling for AmI Design....Pages 1161-1167
Estimating the Embedding Dimension Distribution of Time Series with SOMOS....Pages 1168-1175
Training Methods and Analysis of Composite, Evolved, On-Line Networks for Time Series Prediction....Pages 1176-1183
Special Time Series Prediction: Creep of Concrete....Pages 1184-1191
Artificial Neural Networks in Urban Runoff Forecast....Pages 1192-1199
A Secret Sharing Scheme for Digital Images Based on Cellular Automata and Boolean Functions....Pages 1200-1207
Shapes Description by a Segments-Based Neural Network....Pages 1208-1215
Protecting DCT Templates for a Face Verification System by Means of Pseudo-random Permutations....Pages 1216-1223
Efficient Parallel Feature Selection for Steganography Problems....Pages 1224-1231
Mobile Applications: MovilPIU and Mobiblio....Pages 1232-1239
A Case Study of a Pull WAP Location-Based Service Incorporating Maps Services....Pages 1240-1247
A Mobile Tourist Decision Support System for Small Footprint Devices....Pages 1248-1255
Stereo-MAS: Multi-Agent System for Image Stereo Processing....Pages 1256-1263
Participatory EHPR: A Watermarking Solution....Pages 1264-1271
Bus Network Scheduling Problem: GRASP + EAs with PISA * Simulation....Pages 1272-1279
Wine Classification with Gas Sensors Combined with Independent Component Analysis and Neural Networks....Pages 1280-1287
Experiments and Reference Models in Training Neural Networks for Short-Term Wind Power Forecasting in Electricity Markets....Pages 1288-1295
Intrusion Detection Method Using Neural Networks Based on the Reduction of Characteristics....Pages 1296-1303
Evaluating the Performance of the Multilayer Perceptron as a Data Editing Tool....Pages 1304-1311
A.N.N. Based Approach to Mass Biometry Taking Advantage from Modularity....Pages 1312-1319
Thresholded Neural Networks for Sensitive Industrial Classification Tasks....Pages 1320-1327
ANN Based Solutions: It Is Time to Defeat Real-World and Industrial Dilemmas....Pages 1328-1335
Pollution Alarm System in Mexico....Pages 1336-1343
Back Matter....Pages -