Computational and Ambient Intelligence: 9th International Work-Conference on Artificial Neural Networks, IWANN 2007, San Sebastián, Spain, June 20-22, 2007, ProceedingsFrancisco Sandoval, Alberto Prieto, Joan Cabestany, Manuel Graña Springer, 21. 9. 2007. - 1167 страница We present in this volume the collection of finally accepted papers for the ninth e- tion of the IWANN conference (“International Work-Conference on Artificial Neural Networks”). This biennial meeting focuses on the foundations, theory, models and applications of systems inspired by nature (neural networks, fuzzy logic and evo- tionary systems). Since the first edition of IWANN in Granada (LNCS 540, 1991), the computational intelligence community and the domain itself have matured and evolved. Under the computational intelligent banner we find a very heterogeneous scenario with a main interest and objective: to better understand nature and natural entities for the correct elaboration of theories, models and new algorithms. For scientifics, engineers and professionals working in the area, this is a very good way to get real, solid and c- petitive applications. More and more, these new computational techniques are used in applications that try to bring a new situation of well-being to the user. The conjunction of a more and more miniaturized hardware together with the growing computational intelligence embodied in this hardware leads us towards fully integrated embedded systems-on- chip and opens the door for truly ubiquitous electronics. |
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Power Quality Event Identification Using HigherOrder Statistics and Neural Classifiers | 47 |
Bioinspired Memory Generation by Recurrent Neural Networks | 55 |
Applying Fuzzy Data Mining for Soaring Area Selection | 597 |
Advantages of Using Feature Selection Techniques on Steganalysis Schemes | 606 |
Genetic Algorithm in the Optimization of the Acoustic Attenuation Systems | 614 |
Sine Fitting Multiharmonic Algorithms Implemented by Artificial Neural Networks | 622 |
Influence of the Training Algorithm and the MLP Size | 630 |
Neural Networks for Defect Detection in Nondestructive Evaluation by Sonic Signals | 638 |
Validation of an Expressive Speech Corpus by Mapping Automatic Classification to Subjective Evaluation | 646 |
Extracting User Preferences by GTM for aiGA Weight Tuning in Unit Selection TexttoSpeech Synthesis | 654 |
Nonparametric Residual Variance Estimation in Supervised Learning | 63 |
A Study on the Use of Statistical Tests for Experimentation with Neural Networks | 72 |
Unified Analysis and Design of ARTSOM Neural Networks and Fuzzy Inference Systems Based on Lattice Theory | 80 |
2 Sample Problems | 94 |
Robust LTS Backpropagation Learning Algorithm | 102 |
Heuristic Search Based Exploration in Reinforcement Learning | 110 |
Improving Adaptive Boosting with a Relaxed Equation to Update the Sampling Distribution | 119 |
Automatic Model Selection for Probabilistic PCA | 127 |
Probabilistic Aggregation of Classifiers for Incremental Learning | 135 |
BehaviourBased Clustering of Neural Networks Applied to Document Enhancement | 144 |
Building Automated Negotiation Strategies Enhanced by MLP and GR Neural Networks for Opponent Agent Behaviour Prognosis | 152 |
Improving the Performance of the RBF Neural Networks Trained with Imbalanced Samples | 162 |
Surface Modelling with Radial Basis Functions Neural Networks Using Virtual Environments | 170 |
A New Learning Strategy for Classification Problems with Different Training and Test Distributions | 178 |
Gaussian Fitting Based FDA for Chemometrics | 186 |
Two Pages Graph Layout Via Recurrent Multivalued Neural Networks | 194 |
Speeding Up the Dissimilarity SelfOrganizing Maps by Branch and Bound | 203 |
Selforganization of Probabilistic PCA Models | 211 |
A New Adaptation of SelfOrganizing Map for Dissimilarity Data | 219 |
Fusion of Self Organizing Maps | 227 |
ViSOM Ensembles for Visualization and Classification | 235 |
Adaptive Representation of Objects Topology Deformations with Growing Neural Gas | 244 |
Kernel Machines for Nonvectorial Data | 252 |
An EA Multimodel Selection for SVM Multiclass Schemes | 260 |
Classifier Complexity Reduction by Support Vector Pruning in Kernel Matrix Learning | 268 |
Multiclassification with Triclass Support Vector Machines A Review | 276 |
Tuning L1SVM Hyperparameters with Modified Radius Margin Bounds and Simulated Annealing | 284 |
WellDistributed Pareto Front by Using the variMOGA Evolutionary Algorithm | 292 |
The Parallel Single Front Genetic Algorithm PSFGA in Dynamic Multiobjective Optimization | 300 |
Some Extensions and Improvements | 308 |
Optimal Scheduling of Multiple Dam System Using Harmony Search Algorithm | 316 |
An Approach to Solving the Classification Problem with a Hybrid CooperativeCoevolutive Algorithm | 324 |
Particle Swarm Optimisation of Multiple Classifier Systems | 333 |
Parallel Multiobjective Memetic RBFNNs Design and Feature Selection for Function Approximation Problems | 341 |
Hybrid Evolutionary Algorithm with ProductUnit Neural Networks for Classification | 351 |
A Experimental Study | 359 |
Multiresolutive Adaptive PN Acquisition Scheme with a Fuzzy Logic Estimator in Non Selective Fast SNR Variation Environments | 367 |
A Study on the Use of the Fuzzy Reasoning Method Based on the Winning Rule vs Voting Procedure for Classification with Imbalanced Data Sets | 375 |
Assessing Students Teamwork Performance by Means of Fuzzy Logic | 383 |
Networked Control Based on Fuzzy Logic An Application to a HighPerformance Milling Process | 391 |
Efficient Parametric Adjustment of Fuzzy Inference System Using Unconstrained Optimization | 399 |
Automatic Selection of Input Variables and Initialization Parameters in an Adaptive Neuro Fuzzy Inference System Application for Modeling Visual ... | 407 |
Neural Inspired Architectures for Nanoelectronics | 414 |
Defects Tolerant Logic Gates for Unreliable Future Nanotechnologies | 422 |
A Programmable Time Event Coded Circuit Block for Reconfigurable Neuromorphic Computing | 430 |
Integration of Wind Sensors and Analogue VLSI for an InsectInspired Robot | 438 |
IAF Neuron Implementation for MixedSignal PCNN Hardware | 447 |
Statistical Simulations for Exploring Defect Tolerance and Power Consumption for 4 Subthreshold 1Bit Addition Circuits | 455 |
Fuzzy ART Neural Network Parallel Computing on the GPU | 463 |
Interconnecting VLSI Spiking Neural Networks Using Isochronous Connections | 471 |
A Software Framework for Tuning the Dynamics of Neuromorphic Silicon Towards Biology | 479 |
What von Neumann Did Not Say About Multiplexing Beyond Gate FailuresThe Gory Details | 487 |
Towards a Platform for FPGA Implementation of the MLP Based Back Propagation Algorithm | 497 |
Visual Processing Platform Based on Artificial Retinas | 506 |
Clustering Signals Using Wavelets | 514 |
InformationTheoretic Feature Selection for the Classification of Hysteresis Curves | 522 |
Consumer Profile Identification and Allocation | 530 |
Neural Gas Clustering for Dissimilarity Data with Continuous Prototypes | 539 |
An Application to Monetary History | 547 |
Fuzzy Labeled SelfOrganizing Map for Classification of Spectra | 556 |
Some Applications of Interval Analysis to Statistical Problems | 564 |
Visualizing HighDimensional Input Data with Growing SelfOrganizing Maps | 580 |
Auto Adjustable ANNBased Classification System for Optimal High Dimensional Data Analysis | 588 |
Modeling Visual Perception for Image Processing | 662 |
Derivation of SOMLike Rules for Intensity Inhomogeneity Correction in MRI | 676 |
Incidence Position Estimation in a PET Detector Using a Discretized Positioning Circuit and Neural Networks | 684 |
Automatic Detection of Filters in Images with Gaussian Noise Using Independent Component Analysis | 692 |
Efficient Facial Expression Recognition for Human Robot Interaction | 700 |
Face Recognition with Facial Mask Application and Neural Networks | 709 |
Multitask Implementation for Image Reconstruction of an AER Communication | 717 |
Road Sign Recognition Using Spatial Dimension Reduction Methods Based on PCA and SVMs | 725 |
Specialized Ensemble of Classifiers for Traffic Sign Recognition | 733 |
Traffic Sign Classification by Image Preprocessing and Neural Networks | 741 |
A Novel 2D Model Approach for the Prediction of Hourly Solar Radiation | 749 |
The Typology of Career Paths in France | 757 |
Continuous Ant Colony Optimization in a SVR Urban Traffic Forecasting Model | 765 |
A Case Study Using Selforganizing Maps | 774 |
Kernel Methods Applied to Time Series Forecasting | 782 |
Categorization | 790 |
An Emotion Based Approach | 798 |
Emerging Behaviors by Learning Joint Coordination in Articulated Mobile Robots | 806 |
Collaborative Emergent Navigation Based on Biometric Weighted Shared Control | 814 |
Bioinspired Control Model for Object Manipulation byHumanoid Robots | 822 |
Neuronal Architecture for Reactive andAdaptive Navigation of a Mobile Robot | 830 |
Learning Autonomous Behaviours forNonholonomic Vehicles | 839 |
Morphological Independence for LandmarkDetection in Vision Based SLAM | 847 |
Self Organizing Map SOM Approach for Classificationof Mechanical Faults in Induction Motors | 855 |
Method for Power System Topology Verificationwith Use of Radial Basis Function Networks | 862 |
Intelligent Detection of Voltage Instability in PowerDistribution Systems | 870 |
RBF Based Induction Motor Control with a GoodNonlinearity Compensation | 878 |
Neural Networks for QoS Network Management | 887 |
Improvement of Anomaly Intrusion DetectionPerformance by Indirect Relation for FTPService | 895 |
Combining SVM Classifiers for Email AntispamFiltering | 903 |
Analyzing a WebBased Social Network UsingKohonens SOM | 911 |
Multiple Instance Learning with GeneticProgramming for Web Mining | 919 |
Leveraging Field Data andDomain Knowledge | 928 |
Clustering and Visualizing HIV QuasispeciesUsing Kohonens SelfOrganizing Maps | 940 |
Estimation of the Rate of Detection of InfectedIndividuals in an Epidemiological Model | 948 |
Use of ANNs as Classifiers forSelective AttentionBrainComputer Interfaces | 956 |
Neural Networks and Other Machine LearningMethods in Cancer Research | 964 |
Mixture Modeling of DNA Copy NumberAmplification Patterns in Cancer | 972 |
Towards the Integration of a Bioprofile in OcularMelanoma | 980 |
Independent Component Analysis Applied toDetection of Early Breast Cancer Signs | 988 |
A Prototype Integrated Decision Support Systemfor Breast Cancer Oncology | 996 |
Early Breast Cancer Prognosis Prediction andRule Extraction Using a New ConstructiveNeural Network Algorithm | 1004 |
Genomics and Metabolomics Research for BrainTumour Diagnosis Based on Machine Learning | 1012 |
An UnsupervisedPerspective | 1020 |
An EvolutionaryComputation Approach | 1028 |
Supervised Neural Gas for Classification ofFunctional Data and Its Application to theAnalysis of Clinical Proteom Spectra | 1036 |
An AssistiveTechnology Approach | 1045 |
Design Improvements for ProportionalControl of Autonomous WheelchairsVia 3DOF Orientation Tracker | 1052 |
The Impact of Cognitive Navigation Assistanceon People with Special Needs | 1060 |
Shared Autonomy in Assistive Technologies | 1067 |
Augmented Reality Visualization Interface forBiometric Wireless Sensor Networks | 1074 |
Using CARREL+ to Increase Availability of HumanOrgans for Transplantation | 1082 |
NatureInspired Planner Agent for Health Care | 1090 |
Optical Devices Diagnosis by Neural ClassifierExploiting Invariant Data Representation andDimensionality Reduction Ability | 1098 |
A Connectionist Model of Human Reading | 1106 |
Discovering Stock Market Trading RulesUsing Multilayer Perceptrons | 1114 |
Evaluation of Supervised vs Non Supervised Databasesfor Hand Geometry Verification | 1122 |
A NewLearning Method from Birds Seeking | 1130 |
A Comparison of Neural Projection TechniquesApplied to Intrusion Detection Systems | 1138 |
Consequences of Data Uncertainty and DataPrecision in Artificial Neural Network SugarCane Yield Prediction | 1147 |
Using Simulated Annealing for Optimal Tuning of aPID Controller for TimeDelay Systems An Applicationto a HighPerformance Drilling Process | 1155 |
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