Artificial Neural Networks: Formal Models and Their Applications – ICANN 2005: 15th International Conference, Warsaw, Poland, September 11-15, 2005. Proceedings, Part II

Front Matter....Pages -
Neuro-fuzzy Kolmogorov’s Network....Pages 1-6
A Neural Network Model for Inter-problem Adaptive Online Time Allocation....Pages 7-12
Discriminant Parallel Perceptrons....Pages 13-18
A Way to Aggregate Multilayer Neural Networks....Pages 19-24
Generalized Net Models of MLNN Learning Algorithms....Pages 25-30
Monotonic Multi-layer Perceptron Networks as Universal Approximators....Pages 31-37
Short Term Memories and Forcing the Re-use of Knowledge for Generalization....Pages 39-44
Interpolation Mechanism of Functional Networks....Pages 45-51
Neural Network Topology Optimization....Pages 53-58
Rough Sets-Based Recursive Learning Algorithm for Radial Basis Function Networks....Pages 59-65
Support Vector Neural Training....Pages 67-72
Evolutionary Algorithms for Real-Time Artificial Neural Network Training....Pages 73-78
Developing Measurement Selection Strategy for Neural Network Models....Pages 79-84
Nonlinear Regression with Piecewise Affine Models Based on RBFN....Pages 85-90
Batch-Sequential Algorithm for Neural Networks Trained with Entropic Criteria....Pages 91-96
Multiresponse Sparse Regression with Application to Multidimensional Scaling....Pages 97-102
Training Neural Networks Using Taguchi Methods: Overcoming Interaction Problems....Pages 103-108
A Global-Local Artificial Neural Network with Application to Wave Overtopping Prediction....Pages 109-114
Learning with Ensemble of Linear Perceptrons....Pages 115-120
Combination Methods for Ensembles of RBFs....Pages 121-126
Ensemble Techniques for Credibility Estimation of GAME Models....Pages 127-132
Combination Methods for Ensembles of MF....Pages 133-138
New Results on Ensembles of Multilayer Feedforward....Pages 139-144
On Variations of Power Iteration....Pages 145-150
Linear Dimension Reduction Based on the Fourth-Order Cumulant Tensor....Pages 151-156
On Spectral Basis Selection for Single Channel Polyphonic Music Separation....Pages 157-162
Independent Subspace Analysis Using k -Nearest Neighborhood Distances....Pages 163-168
Study of the Behavior of a New Boosting Algorithm for Recurrent Neural Networks....Pages 169-174
Time Delay Learning by Gradient Descent in Recurrent Neural Networks....Pages 175-180
Representation and Identification Method of Finite State Automata by Recurrent High-Order Neural Networks....Pages 181-189
Global Stability Conditions of Locally Recurrent Neural Networks....Pages 191-196
An Agent-Based PLA for the Cascade Correlation Learning Architecture....Pages 197-202
Dual Memory Model for Using Pre-existing Knowledge in Reinforcement Learning Tasks....Pages 203-208
Stochastic Processes for Return Maximization in Reinforcement Learning....Pages 209-214
Maximizing the Ratio of Information to Its Cost in Information Theoretic Competitive Learning....Pages 215-222
Completely Self-referential Optimal Reinforcement Learners....Pages 223-233
Model Selection Under Covariate Shift....Pages 235-240
Smooth Performance Landscapes of the Variational Bayesian Approach....Pages 241-246
Jacobi Alternative to Bayesian Evidence Maximization in Diffusion Filtering....Pages 247-252
Bayesian Learning of Neural Networks Adapted to Changes of Prior Probabilities....Pages 253-259
A New Method of Learning Bayesian Networks Structures from Incomplete Data....Pages 261-266
Bayesian Hierarchical Ordinal Regression....Pages 267-272
Traffic Flow Forecasting Using a Spatio-temporal Bayesian Network Predictor....Pages 273-278
Manifold Constrained Variational Mixtures....Pages 279-284
Handwritten Digit Recognition with Nonlinear Fisher Discriminant Analysis....Pages 285-287
Separable Data Aggregation in Hierarchical Networks of Formal Neurons....Pages 289-294
Induced Weights Artificial Neural Network....Pages 295-300
SoftDoubleMinOver: A Simple Procedure for Maximum Margin Classification....Pages 301-306
On the Explicit Use of Example Weights in the Construction of Classifiers....Pages 307-312
A First Approach to Solve Classification Problems Based on Functional Networks....Pages 313-318
A Description of a Simulation Environment and Neural Architecture for A-Life....Pages 319-324
Neural Network Classifers in Arrears Management....Pages 325-330
Sequential Classification of Probabilistic Independent Feature Vectors Based on Multilayer Perceptron....Pages 331-336
Multi-class Pattern Classification Based on a Probabilistic Model of Combining Binary Classifiers....Pages 337-342
Evaluating Performance of Random Subspace Classifier on ELENA Classification Database....Pages 343-349
A New RBF Neural Network Based Non-linear Self-tuning Pole-Zero Placement Controller....Pages 351-357
Using the Levenberg-Marquardt for On-line Training of a Variant System....Pages 359-364
Optimal Control Yields Power Law Behavior....Pages 365-370
A NeuroFuzzy Controller for 3D Virtual Centered Navigation in Medical Images of Tubular Structures....Pages 371-376
Emulating Process Simulators with Learning Systems....Pages 377-382
Evolving Modular Fast-Weight Networks for Control....Pages 383-389
Topological Derivative and Training Neural Networks for Inverse Problems....Pages 391-396
Application of Domain Neural Network to Optimization Tasks....Pages 397-403
Eigenvalue Problem Approach to Discrete Minimization....Pages 405-410
A Neurocomputational Approach to Decision Making and Aging....Pages 411-416
Comparison of Neural Network Robot Models with Not Inverted and Inverted Inertia Matrix....Pages 417-422
Causal Neural Control of a Latching Ocean Wave Point Absorber....Pages 423-429
An Off-Policy Natural Policy Gradient Method for a Partial Observable Markov Decision Process....Pages 431-436
A Simplified Forward-Propagation Learning Rule Applied to Adaptive Closed-Loop Control....Pages 437-443
Improved, Simpler Neural Controllers for Lamprey Swimming....Pages 445-450
Supervision of Control Valves in Flotation Circuits Based on Artificial Neural Network....Pages 451-456
Comparison of Volterra Models Extracted from a Neural Network for Nonlinear Systems Modeling....Pages 457-463
Identification of Frequency-Domain Volterra Model Using Neural Networks....Pages 465-471
Hierarchical Clustering for Efficient Memory Allocation in CMAC Neural Network....Pages 473-478
Knowledge Extraction from Unsupervised Multi-topographic Neural Network Models....Pages 479-484
Current Trends on Knowledge Extraction and Neural Networks....Pages 485-490
Prediction of Yeast Protein–Protein Interactions by Neural Feature Association Rule....Pages 491-496
A Novel Method for Extracting Knowledge from Neural Networks with Evolving SQL Queries....Pages 497-502
CrySSMEx , a Novel Rule Extractor for Recurrent Neural Networks: Overview and Case Study....Pages 503-508
Computational Neurogenetic Modeling: Integration of Spiking Neural Networks, Gene Networks, and Signal Processing Techniques....Pages 509-514
Information Visualization for Knowledge Extraction in Neural Networks....Pages 515-520
Combining GAs and RBF Neural Networks for Fuzzy Rule Extraction from Numerical Data....Pages 521-526
Neural Network Algorithm for Events Forecasting and Its Application to Space Physics Data....Pages 527-532
Counterpropagation with Delays with Applications in Time Series Prediction....Pages 533-539
Bispectrum-Based Statistical Tests for VAD....Pages 541-546
Back-Propagation as Reinforcement in Prediction Tasks....Pages 547-552
Mutual Information and k -Nearest Neighbors Approximator for Time Series Prediction....Pages 553-558
Some Issues About the Generalization of Neural Networks for Time Series Prediction....Pages 559-564
Multi-step-ahead Prediction Based on B-Spline Interpolation and Adaptive Time-Delay Neural Network....Pages 565-570
Training of Support Vector Machines with Mahalanobis Kernels....Pages 571-576
Smooth Bayesian Kernel Machines....Pages 577-582
A New Kernel-Based Algorithm for Online Clustering....Pages 583-588
The LCCP for Optimizing Kernel Parameters for SVM....Pages 589-594
The GCS Kernel for SVM-Based Image Recognition....Pages 595-600
Informational Energy Kernel for LVQ....Pages 601-606
Reducing the Effect of Out-Voting Problem in Ensemble Based Incremental Support Vector Machines....Pages 607-612
A Comparison of Different Initialization Strategies to Reduce the Training Time of Support Vector Machines....Pages 613-618
A Hierarchical Support Vector Machine Based Solution for Off-line Inverse Modeling in Intelligent Robotics Applications....Pages 619-624
LS-SVM Hyperparameter Selection with a Nonparametric Noise Estimator....Pages 625-630
Building Smooth Neighbourhood Kernels via Functional Data Analysis....Pages 631-636
Recognition of Heartbeats Using Support Vector Machine Networks – A Comparative Study....Pages 637-642
Componentwise Support Vector Machines for Structure Detection....Pages 643-648
Memory in Backpropagation-Decorrelation O(N) Efficient Online Recurrent Learning....Pages 649-654
Incremental Rule Pruning for Fuzzy ARTMAP Neural Network....Pages 655-660
An Inductive Learning Algorithm with a Partial Completeness and Consistence via a Modified Set Covering Problem....Pages 661-666
A Neural Network for Text Representation....Pages 667-672
A Fuzzy Approach to Some Set Approximation Operations....Pages 673-678
Connectionist Modeling of Linguistic Quantifiers....Pages 679-684
Fuzzy Rule Extraction Using Recombined RecBF for Very-Imbalanced Datasets....Pages 685-690
An Iterative Artificial Neural Network for High Dimensional Data Analysis....Pages 691-696
Towards Human Friendly Data Mining: Linguistic Data Summaries and Their Protoforms....Pages 697-702
Localization of Abnormal EEG Sources Incorporating Constrained BSS....Pages 703-708
Myocardial Blood Flow Quantification in Dynamic PET: An Ensemble ICA Approach....Pages 709-714
Data Fusion for Modern Engineering Applications: An Overview....Pages 715-721
Modified Cost Functions for Modelling Air Quality Time Series by Using Neural Networks....Pages 723-728
Troubleshooting in GSM Mobile Telecommunication Networks Based on Domain Model and Sensory Information....Pages 729-734
Energy of Brain Potentials Evoked During Visual Stimulus: A New Biometric?....Pages 735-740
Communicative Interactivity – A Multimodal Communicative Situation Classification Approach....Pages 741-746
Bayesian Network Modeling Aspects Resulting from Applications in Medical Diagnostics and GSM Troubleshooting....Pages 747-752
Fusion of State Space and Frequency- Domain Features for Improved Microsleep Detection....Pages 753-759
Combining Measurement Quality into Monitoring Trends in Foliar Nutrient Concentrations....Pages 761-767
A Fast and Efficient Method for Compressing fMRI Data Sets....Pages 769-777
Non-linear Predictive Models for Speech Processing....Pages 779-784
Predictive Speech Coding Improvements Based on Speaker Recognition Strategies....Pages 785-791
Predictive Kohonen Map for Speech Features Extraction....Pages 793-798
Bidirectional LSTM Networks for Improved Phoneme Classification and Recognition....Pages 799-804
Improvement in Language Detection by Neural Discrimination in Comparison with Predictive Models....Pages 805-810
Learning Ontology Alignments Using Recursive Neural Networks....Pages 811-816
Minimizing Uncertainty in Semantic Identification When Computing Resources Are Limited....Pages 817-822
Automated Extraction of Object- and Event-Metadata from Gesture Video Using a Bayesian Network....Pages 823-828
f-SWRL: A Fuzzy Extension of SWRL....Pages 829-834
An Analytic Distance Metric for Gaussian Mixture Models with Application in Image Retrieval....Pages 835-840
Content-Based Retrieval of Web Pages and Other Hierarchical Objects with Self-organizing Maps....Pages 841-846
Fusing MPEG-7 Visual Descriptors for Image Classification....Pages 847-852
The Method of Inflection Errors Correction in Texts Composed in Polish Language – A Concept....Pages 853-858
Coexistence of Fuzzy and Crisp Concepts in Document Maps....Pages 859-864
Information Retrieval Based on a Neural-Network System with Multi-stable Neurons....Pages 865-872
Neural Coding Model of Associative Ontology with Up/Down State and Morphoelectrotonic Transform....Pages 873-879
Robust Structural Modeling and Outlier Detection with GMDH-Type Polynomial Neural Networks....Pages 881-886
A New Probabilistic Neural Network for Fault Detection in MEMS....Pages 887-892
Analog Fault Detection Using a Neuro Fuzzy Pattern Recognition Method....Pages 893-898
Support Vector Machine for Recognition of Bio-products in Gasoline....Pages 899-904
Detecting Compounded Anomalous SNMP Situations Using Cooperative Unsupervised Pattern Recognition....Pages 905-910
Using Multilayer Perceptrons to Align High Range Resolution Radar Signals....Pages 911-916
Approximating the Neyman-Pearson Detector for Swerling I Targets with Low Complexity Neural Networks....Pages 917-922
Completing Hedge Fund Missing Net Asset Values Using Kohonen Maps and Constrained Randomization....Pages 923-928
Neural Architecture for Concurrent Map Building and Localization Using Adaptive Appearance Maps....Pages 929-934
New Neural Network Based Mobile Location Estimation in a Metropolitan Area....Pages 935-941
Lagrange Neural Network for Solving CSP Which Includes Linear Inequality Constraints....Pages 943-948
Modelling Engineering Problems Using Dimensional Analysis for Feature Extraction....Pages 949-954
Research on Electrotactile Representation Technology Based on Spatiotemporal Dual-Channel....Pages 955-961
Application of Bayesian MLP Techniques to Predicting Mineralization Potential from Geoscientific Data....Pages 963-968
Solving Satisfiability Problem by Parallel Execution of Neural Networks with Biases....Pages 969-974
Local vs Global Models in Pong....Pages 975-980
Evolution of Heuristics for Give-Away Checkers....Pages 981-987
Nonlinear Relational Markov Networks with an Application to the Game of Go....Pages 989-996
Flexible Decision Process for Astronauts in Marsbase Simulator....Pages 997-1002
Tolerance of Radial Basis Functions Against Stuck-At-Faults....Pages 1003-1008
The Role of Membrane Threshold and Rate in STDP Silicon Neuron Circuit Simulation....Pages 1009-1014
Systolic Realization of Kohonen Neural Network....Pages 1015-1020
A Real-Time, FPGA Based, Biologically Plausible Neural Network Processor....Pages 1021-1026
Balancing Guidance Range and Strength Optimizes Self-organization by Silicon Growth Cones....Pages 1027-1034
Erratum....Pages E1-E1
Back Matter....Pages -