Sarunas Raudys (auth.), Bartlomiej Beliczynski, Andrzej Dzielinski, Marcin Iwanowski, Bernardete Ribeiro (eds.)3540715908, 9783540715900
The 178 revised full papers presented were carefully reviewed and selected from a total of 474 submissions. The 94 papers of the first volume are organized in topical sections on evolutionary computation, genetic algorithms, particle swarm optimization, learning, optimization and games, fuzzy and rough systems, just as classification and clustering. The second volume contains 84 contributions related to neural networks, support vector machines, biomedical signal and image processing, biometrics, computer vision, as well as to control and robotics.
Table of contents :
Front Matter….Pages –
Evolution of Multi-class Single Layer Perceptron….Pages 1-10
Estimates of Approximation Rates by Gaussian Radial-Basis Functions….Pages 11-18
Least Mean Square vs. Outer Bounding Ellipsoid Algorithm in Confidence Estimation of the GMDH Neural Networks….Pages 19-26
On Feature Extraction Capabilities of Fast Orthogonal Neural Networks….Pages 27-36
Neural Computations by Asymmetric Networks with Nonlinearities….Pages 37-45
Properties of the Hermite Activation Functions in a Neural Approximation Scheme….Pages 46-54
Study of the Influence of Noise in the Values of a Median Associative Memory….Pages 55-62
Impact of Learning on the Structural Properties of Neural Networks….Pages 63-70
Learning Using a Self-building Associative Frequent Network….Pages 71-79
Proposal of a New Conception of an Elastic Neural Network and Its Application to the Solution of a Two-Dimensional Travelling Salesman Problem….Pages 80-87
Robust Stability Analysis for Delayed BAM Neural Networks….Pages 88-97
A Study into the Improvement of Binary Hopfield Networks for Map Coloring….Pages 98-106
Automatic Diagnosis of the Footprint Pathologies Based on Neural Networks….Pages 107-114
Mining Data from a Metallurgical Process by a Novel Neural Network Pruning Method….Pages 115-122
Dynamic Ridge Polynomial Neural Networks in Exchange Rates Time Series Forecasting….Pages 123-132
Neural Systems for Short-Term Forecasting of Electric Power Load….Pages 133-142
Jet Engine Turbine and Compressor Characteristics Approximation by Means of Artificial Neural Networks….Pages 143-152
Speech Enhancement System Based on Auditory System and Time-Delay Neural Network….Pages 153-160
Recognition of Patterns Without Feature Extraction by GRNN….Pages 161-168
Real-Time String Filtering of Large Databases Implemented Via a Combination of Artificial Neural Networks….Pages 169-178
Parallel Realizations of the SAMANN Algorithm….Pages 179-188
A POD-Based Center Selection for RBF Neural Network in Time Series Prediction Problems….Pages 189-198
Support, Relevance and Spectral Learning for Time Series….Pages 199-207
Support Vector Machine Detection of Peer-to-Peer Traffic in High-Performance Routers with Packet Sampling….Pages 208-217
Improving SVM Performance Using a Linear Combination of Kernels….Pages 218-227
Boosting RVM Classifiers for Large Data Sets….Pages 228-237
Multi-class Support Vector Machines Based on Arranged Decision Graphs and Particle Swarm Optimization for Model Selection….Pages 238-245
Applying Dynamic Fuzzy Model in Combination with Support Vector Machine to Explore Stock Market Dynamism….Pages 246-253
Predicting Mechanical Properties of Rubber Compounds with Neural Networks and Support Vector Machines….Pages 254-261
An Evolutionary Programming Based SVM Ensemble Model for Corporate Failure Prediction….Pages 262-270
Novel Multi-layer Non-negative Tensor Factorization with Sparsity Constraints….Pages 271-280
A Real-Time Adaptive Wavelet Transform-Based QRS Complex Detector….Pages 281-289
Nucleus Classification and Recognition of Uterine Cervical Pap-Smears Using FCM Clustering Algorithm….Pages 290-299
Rib Suppression for Enhancing Frontal Chest Radiographs Using Independent Component Analysis….Pages 300-308
A Novel Hand-Based Personal Identification Approach….Pages 309-317
White Blood Cell Automatic Counting System Based on Support Vector Machine….Pages 318-326
Kernels for Chemical Compounds in Biological Screening….Pages 327-337
A Hybrid Automated Detection System Based on Least Square Support Vector Machine Classifier and k -NN Based Weighted Pre-processing for Diagnosing of Macular Disease….Pages 338-345
Analysis of Microscopic Mast Cell Images Based on Network of Synchronised Oscillators….Pages 346-354
Detection of Gene Expressions in Microarrays by Applying Iteratively Elastic Neural Net….Pages 355-363
A New Feature Selection Method for Improving the Precision of Diagnosing Abnormal Protein Sequences by Support Vector Machine and Vectorization Method….Pages 364-372
Epileptic Seizure Prediction Using Lyapunov Exponents and Support Vector Machine….Pages 373-381
Classification of Pathological and Normal Voice Based on Linear Discriminant Analysis….Pages 382-390
Efficient 1D and 2D Daubechies Wavelet Transforms with Application to Signal Processing….Pages 391-398
A Branch and Bound Algorithm for Matching Protein Structures….Pages 399-406
Multimodal Hand-Palm Biometrics….Pages 407-414
A Study on Iris Feature Watermarking on Face Data….Pages 415-423
Keystroke Dynamics for Biometrics Identification….Pages 424-431
Protecting Secret Keys with Fuzzy Fingerprint Vault Based on a 3D Geometric Hash Table….Pages 432-439
Face Recognition Based on Near-Infrared Light Using Mobile Phone….Pages 440-448
NEU-FACES: A Neural Network-Based Face Image Analysis System….Pages 449-456
GA-Based Iris/Sclera Boundary Detection for Biometric Iris Identification….Pages 457-466
Neural Network Based Recognition by Using Genetic Algorithm for Feature Selection of Enhanced Fingerprints….Pages 467-476
Why Automatic Understanding?….Pages 477-491
Automatic Target Recognition in SAR Images Based on a SVM Classification Scheme….Pages 492-499
Adaptive Mosaicing: Principle and Application to the Mosaicing of Large Image Data Sets….Pages 500-507
Circular Road Signs Recognition with Affine Moment Invariants and the Probabilistic Neural Classifier….Pages 508-516
A Context-Driven Bayesian Classification Method for Eye Location….Pages 517-524
Computer-Aided Vision System for Surface Blemish Detection of LED Chips….Pages 525-533
Detection of Various Defects in TFT-LCD Polarizing Film….Pages 534-543
Dimensionality Problem in the Visualization of Correlation-Based Data….Pages 544-553
A Segmentation Method for Digital Images Based on Cluster Analysis….Pages 554-563
Active Shape Models and Evolution Strategies to Automatic Face Morphing….Pages 564-571
Recognition of Shipping Container Identifiers Using ART2-Based Quantization and a Refined RBF Network….Pages 572-581
A Local-Information-Based Blind Image Restoration Algorithm Using a MLP….Pages 582-589
Reflective Symmetry Detection Based on Parallel Projection….Pages 590-598
Detail-Preserving Regularization Based Removal of Impulse Noise from Highly Corrupted Images….Pages 599-605
Fast Algorithm for Order Independent Binary Homotopic Thinning….Pages 606-615
A Perturbation Suppressing Segmentation Technique Based on Adaptive Diffusion….Pages 616-623
Weighted Order Statistic Filters for Pattern Detection….Pages 624-632
Real-Time Image Segmentation for Visual Servoing….Pages 633-640
A Neural Framework for Robot Motor Learning Based on Memory Consolidation….Pages 641-648
Progressive Optimisation of Organised Colonies of Ants for Robot Navigation: An Inspiration from Nature….Pages 649-658
An Algorithm for Selecting a Group Leader in Mobile Robots Realized by Mobile Ad Hoc Networks and Object Entropy….Pages 659-666
Robot Path Planning in Kernel Space….Pages 667-675
A Path Finding Via VRML and VISION Overlay for Autonomous Robot….Pages 676-684
Neural Network Control for Visual Guidance System of Mobile Robot….Pages 685-693
Cone-Realizations of Discrete-Time Systems with Delays….Pages 694-703
Global Stability of Neural Networks with Time-Varying Delays….Pages 704-712
A Sensorless Initial Rotor Position Sensing Using Neural Network for Direct Torque Controlled Permanent Magnet Synchronous Motor Drive….Pages 713-721
Postural Control of Two-Stage Inverted Pendulum Using Reinforcement Learning and Self-organizing Map….Pages 722-729
Neural Network Mapping of Magnet Based Position Sensing System for Autonomous Robotic Vehicle….Pages 730-737
Application of Fuzzy Integral Control for Output Regulation of Asymmetric Half-Bridge DC/DC Converter….Pages 738-746
Obtaining an Optimum PID Controller Via Adaptive Tabu Search….Pages 747-755
Back Matter….Pages –
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