Artificial Neural Networks and Neural Information Processing — ICANN/ICONIP 2003: Joint International Conference ICANN/ICONIP 2003 Istanbul, Turkey, June 26–29, 2003 Proceedings

Adaptive Hopfield Network....Pages 3-10
Effective Pruning Method for a Multiple Classifier System Based on Self-Generating Neural Networks....Pages 11-18
Structural Bias in Inducing Representations for Probabilistic Natural Language Parsing....Pages 19-26
Independent Component Analysis Minimizing Convex Divergence....Pages 27-34
Selecting Salient Features for Classification Committees....Pages 35-42
Fast and Efficient Training of RBF Networks....Pages 43-51
Loading Temporal Associative Memory Using the Neuronic Equation....Pages 52-59
Learning Compatibility Functions for Feature Binding and Perceptual Grouping....Pages 60-67
Differential ICA....Pages 68-75
A Comparison of Model Aggregation Methods for Regression....Pages 76-83
Linear Least-Squares Based Methods for Neural Networks Learning....Pages 84-91
Optimal Hebbian Learning: A Probabilistic Point of View....Pages 92-98
Competitive Learning by Information Maximization: Eliminating Dead Neurons in Competitive Learning....Pages 99-106
Approximate Learning in Temporal Hidden Hopfield Models....Pages 107-114
Finite Mixture Model of Bounded Semi-naive Bayesian Networks Classifier....Pages 115-122
System Identification Based on Online Variational Bayes Method and Its Application to Reinforcement Learning....Pages 123-131
Dimension Reduction Based on Orthogonality — A Decorrelation Method in ICA....Pages 132-139
Selective Sampling Methods in One-Class Classification Problems....Pages 140-148
Learning Distributed Representations of High-Arity Relational Data with Non-linear Relational Embedding....Pages 149-156
Meta-learning for Fast Incremental Learning....Pages 157-164
Expectation-MiniMax Approach to Clustering Analysis....Pages 165-172
Formal Determination of Context in Contextual Recursive Cascade Correlation Networks....Pages 173-180
Confidence Estimation Using the Incremental Learning Algorithm, Learn++....Pages 181-188
Stability and Convergence Analysis of a Neural Model Applied in Nonlinear Systems Optimization....Pages 189-197
Generalization Error Analysis for Polynomial Kernel Methods — Algebraic Geometrical Approach....Pages 201-208
Regularized Kriging: The Support Vectors Method Applied to Kriging....Pages 209-216
Support Vector Machine Classifiers for Asymmetric Proximities....Pages 217-224
Fuzzy Model Identification Using Support Vector Clustering Method....Pages 225-233
Human Splice Site Identification with Multiclass Support Vector Machines and Bagging....Pages 234-241
Optimizing Property Codes in Protein Data Reveals Structural Characteristics....Pages 245-252
Multicategory Bayesian Decision Using a Three-Layer Neural Network....Pages 253-261
Integrating Supervised and Unsupervised Learning in Self Organizing Maps for Gene Expression Data Analysis....Pages 262-270
Prior Hyperparameters in Bayesian PCA....Pages 271-279
Relevance and Kernel Self-Organising Maps....Pages 280-287
Hierarchical Bayesian Network for Handwritten Digit Recognition....Pages 291-298
A Novel Neural Network Approach to Solve Exact and Inexact Graph Isomorphism Problems....Pages 299-306
Evolutionary Optimisation of RBF Network Architectures in a Direct Marketing Application....Pages 307-315
Intrusion Detection in Computer Networks with Neural and Fuzzy Classifiers....Pages 316-324
Optimal Matrix Compression Yields Storage Capacity 1 for Binary Willshaw Associative Memory....Pages 325-332
Supervised Locally Linear Embedding....Pages 333-341
Feature Extraction for One-Class Classification....Pages 342-349
Auto-adaptive and Dynamical Clustering Neural Network....Pages 350-358
Transformations of Symbolic Data for Continuous Data Oriented Models....Pages 359-366
Comparing Fuzzy Data Sets by Means of Graph Matching Technique....Pages 367-374
How to Do Multi-way Classification with Two-Way Classifiers....Pages 375-382
Sparse Coding with Invariance Constraints....Pages 385-392
Restoring Partly Occluded Patterns: A Neural Network Model with Backward Paths....Pages 393-400
The InfoMin Criterion: An Information Theoretic Unifying Objective Function for Topographic Mappings....Pages 401-408
Short-Term Memory Optical Flow Image....Pages 409-416
A Hybrid MLP-PNN Architecture for Fast Image Superresolution....Pages 417-424
Recognition of Gestural Object Reference with Auditory Feedback....Pages 425-432
Multi-chip Implementation of a Biomimetic VLSI Vision Sensor Based on the Adelson-Bergen Algorithm....Pages 433-440
Client Dependent GMM-SVM Models for Speaker Verification....Pages 443-451
Frequency and Wavelet Filtering for Robust Speech Recognition....Pages 452-460
Unsupervised Learning of a Kinematic Arm Model....Pages 463-470
A Design of CMAC Based Intelligent PID Controllers....Pages 471-478
Learning to Control at Multiple Time Scales....Pages 479-487
The Evolution of Modular Artificial Neural Networks for Legged Robot Control....Pages 488-495
Dimensionality Reduction through Sensory-Motor Coordination....Pages 496-503
Learning Localisation Based on Landmarks Using Self-Organisation....Pages 504-511
Spatial Independent Component Analysis of Multitask-Related Activation in fMRI Data....Pages 515-522
Closed Loop Stability of FIR-Recurrent Neural Networks....Pages 523-529
Selective Noise Cancellation Using Independent Component Analysis....Pages 530-537
Expert Mixture Methods for Adaptive Channel Equalization....Pages 538-545
A Relaxation Algorithm Influenced by Self-Organizing Maps....Pages 546-553
A Gradient Network for Vector Quantization and Its Image Compression Applications....Pages 554-561
Multi-scale Switching Linear Dynamical Systems....Pages 562-569
Model Selection with Cross-Validations and Bootstraps — Application to Time Series Prediction with RBFN Models....Pages 573-580
A Hybrid Neural Architecture and Its Application to Temperature Prediction....Pages 581-588
Risk Management Application of the Recurrent Mixture Density Network Models....Pages 589-596
Hierarchical Mixtures of Autoregressive Models for Time-Series Modeling....Pages 597-604
A Simple Constructing Approach to Build P2P Global Computing Overlay Network....Pages 607-614
Option Pricing with the Product Constrained Hybrid Neural Network....Pages 615-621
Self-Organizing Operator Maps in Complex System Analysis....Pages 622-629
Optimization of a Microwave Amplifier Using Neural Performance Data Sheets with Genetic Algorithms....Pages 630-637
Adaptive Stochastic Classifier for Noisy pH-ISFET Measurements....Pages 638-645
Comparing Support Vector Machines, Recurrent Networks, and Finite State Transducers for Classifying Spoken Utterances....Pages 646-653
Selecting and Ranking Time Series Models Using the NOEMON Approach....Pages 654-661
Optimization of the Deflection Basin by Genetic Algorithm and Neural Network Approach....Pages 662-669
Inversion of a Neural Network via Interval Arithmetic for Rule Extraction....Pages 670-677
Implementation of Visual Attention System Using Bottom-up Saliency Map Model....Pages 678-685
A Self-Growing Probabilistic Decision-Based Neural Network for Anchor/Speaker Identification....Pages 686-694
Unsupervised Clustering Methods for Medical Data: An Application to Thyroid Gland Data....Pages 695-701
Protein Sequence Classification Using Probabilistic Motifs and Neural Networks....Pages 702-709
On a Dynamic Wavelet Network and Its Modeling Application....Pages 710-718
Low Power Digital Neuron for SOM Implementations....Pages 721-728
Direction Selective Two-Dimensional Analog Circuits Using Biomedical Vision Model....Pages 729-736
Review of Capacitive Threshold Gate Implementations....Pages 737-744
Constructive Threshold Logic Addition....Pages 745-752
CrossNets: Neuromorphic Networks for Nanoelectronic Implementation....Pages 753-760
The Acquisition of New Categories through Grounded Symbols: An Extended Connectionist Model....Pages 763-770
A Neural Model of Binding and Capacity in Visual Working Memory....Pages 771-778
Neural Network: Input Anticipation May Lead to Advanced Adaptation Properties....Pages 779-785
Acceleration of Game Learning with Prediction-Based Reinforcement Learning — Toward the Emergence of Planning Behavior —....Pages 786-793
The Interaction of Recurrent Axon Collateral Networks in the Basal Ganglia....Pages 797-804
Optimal Coding for Naturally Occurring Whisker Deflections....Pages 805-812
Object Localisation Using Laterally Connected “What” and “Where” Associator Networks....Pages 813-820
Influence of Membrane Warp on Pulse Propagation Time....Pages 821-829
Detailed Learning in Narrow Fields – Towards a Neural Network Model of Autism....Pages 830-838
Online Processing of Multiple Inputs in a Sparsely-Connected Recurrent Neural Network....Pages 839-845
The Spike Response Model: A Framework to Predict Neuronal Spike Trains....Pages 846-853
Roles of Motion and Form in Biological Motion Recognition....Pages 854-862
Improving the Performance of Resource Allocation Networks through Hierarchical Clustering of High-Dimensional Data....Pages 867-874
Learning Rule Representations from Boolean Data....Pages 875-882
Weighted Self-Organizing Maps: Incorporating User Feedback....Pages 883-890
Classification and Tracking of Hypermedia Navigation Patterns....Pages 891-900
Self-Aware Networks and Quality of Service....Pages 901-908
Drawing Attention to the Dangerous....Pages 909-916
ASK – Acquisition of Semantic Knowledge....Pages 917-924
An Adaptable Gaussian Neuro-Fuzzy Classifier....Pages 925-932
Knowledge Refinement Using Fuzzy Compositional Neural Networks....Pages 933-940
Phase Singular Points Reduction by a Layered Complex-Valued Neural Network in Combination with Constructive Fourier Synthesis....Pages 943-950
Quantum Adiabatic Evolution Algorithm for a Quantum Neural Network....Pages 951-958
Adaptive Beamforming by Using Complex-Valued Multi Layer Perceptron....Pages 959-966
A Complex-Valued Spiking Machine....Pages 967-976
The behavior of the network consisting of two complex-valued Nagumo-Sato neurons....Pages 977-984
On Activation Functions for Complex-Valued Neural Networks — Existence of Energy Functions —....Pages 985-992
The Computational Power of Complex-Valued Neuron....Pages 993-1000
Recommendation Models for User Accesses to Web Pages....Pages 1003-1010
A Spectral–Spatial Classification Algorithm for Multispectral Remote Sensing Data....Pages 1011-1017
Neural Network Based Material Identification and Part Thickness Estimation from Two Radiographic Images....Pages 1018-1025
Selection of Optimal Cutting Conditions by Using the Genetically Optimized Neural Network System (GONNS)....Pages 1026-1032
Building RBF Neural Network Topology through Potential Functions....Pages 1033-1040
Use of Magnetomyographic (MMG) Signals to Calculate the Dependency Properties of the Active Sensors in Myometrial Activity Monitoring....Pages 1041-1048
Speed Enhancement with Soft Computing Hardware....Pages 1049-1056
Neural Networks Applied to Electromagnetic Compatibility (EMC) Simulations....Pages 1057-1063
Sliding Mode Algorithm for Online Learning in Analog Multilayer Feedforward Neural Networks....Pages 1064-1072
Exploring Protein Functional Relationships Using Genomic Information and Data Mining Techniques....Pages 1073-1080
Predicting Bad Credit Risk: An Evolutionary Approach....Pages 1081-1088
Indirect Differentiation of Function for a Network of Biologically Plausible Neurons....Pages 1089-1099
Application of Vision Models to Traffic Sign Recognition....Pages 1100-1105
An Intelligent Scheme for Facial Expression Recognition....Pages 1109-1116
Signal Enhancement for Continuous Speech Recognition....Pages 1117-1124
Emotion in Speech: Towards an Integration of Linguistic, Paralinguistic, and Psychological Analysis....Pages 1125-1132
An Emotional Recognition Architecture Based on Human Brain Structure....Pages 1133-1140
Neural Network Ensemble with Negatively Correlated Features for Cancer Classification....Pages 1143-1150
Feature Analysis and Classification of Protein Secondary Structure Data....Pages 1151-1158
Recognition of Structure Classification of Protein Folding by NN and SVM Hierarchical Learning Architecture....Pages 1159-1167
Machine Learning for Multi-class Protein Fold Classification Based on Neural Networks with Feature Gating....Pages 1168-1175
Some New Features for Protein Fold Prediction....Pages 1176-1183