Min Huang, Baotong Cui (auth.), Lipo Wang, Ke Chen, Yew Soon Ong (eds.)3540283234, 9783540283232
The program committee selected 313 carefully revised full papers and 189 short papers for presentation in three volumes from 1887 submissions. The first volume includes all the contributions related to learning algorithms and architectures in neural networks, neurodynamics, statistical neural network models and support vector machines, and other topics in neural network models; cognitive science, neuroscience informatics, bioinformatics, and bio-medical engineering, and neural network applications as communications and computer networks, expert system and informatics, and financial engineering. The second volume concentrates on neural network applications such as pattern recognition and diagnostics, robotics and intelligent control, signal processing and multi-media, and other neural network applications; evolutionary learning, artificial immune systems, evolutionary theory, membrane, molecular, DNA computing, and ant colony systems. The third volume deals with evolutionary methodology, quantum computing, swarm intelligence and intelligent agents; natural computation applications as bioinformatics and bio-medical engineering, robotics and intelligent control, and other applications of
natural computation; hardware implementations of natural computation, and fuzzy neural systems as well as soft computing.
Table of contents :
Front Matter….Pages –
A Novel Learning Algorithm for Wavelet Neural Networks….Pages 1-7
Using Unscented Kalman Filter for Training the Minimal Resource Allocation Neural Network….Pages 8-14
The Improved CMAC Model and Learning Result Analysis….Pages 15-24
A New Smooth Support Vector Regression Based on ε -Insensitive Logistic Loss Function….Pages 25-32
Neural Network Classifier Based on the Features of Multi-lead ECG….Pages 33-43
A New Learning Algorithm for Diagonal Recurrent Neural Network….Pages 44-50
Study of On-line Weighted Least Squares Support Vector Machines….Pages 51-60
Globally Exponential Stability Analysis and Estimation of the Exponential Convergence Rate for Neural Networks with Multiple Time Varying Delays….Pages 61-70
Locally Determining the Number of Neighbors in the k -Nearest Neighbor Rule Based on Statistical Confidence….Pages 71-80
Fuzzy Self-Organizing Map Neural Network Using Kernel PCA and the Application….Pages 81-90
An Evolved Recurrent Neural Network and Its Application….Pages 91-100
Self-organized Locally Linear Embedding for Nonlinear Dimensionality Reduction….Pages 101-109
Active Learning for Probabilistic Neural Networks….Pages 110-118
Adaptive Training of Radial Basis Function Networks Using Particle Swarm Optimization Algorithm….Pages 119-128
A Game-Theoretic Approach to Competitive Learning in Self-Organizing Maps….Pages 129-138
A Novel Intrusions Detection Method Based on HMM Embedded Neural Network….Pages 139-148
Generate Different Neural Networks by Negative Correlation Learning….Pages 149-156
New Training Method and Optimal Structure of Backpropagation Networks….Pages 157-166
Learning Outliers to Refine a Corpus for Chinese Webpage Categorization….Pages 167-178
Bio-kernel Self-organizing Map for HIV Drug Resistance Classification….Pages 179-186
A New Learning Algorithm Based on Lever Principle….Pages 187-198
An Effective Method to Improve Convergence for Sequential Blind Source Separation….Pages 199-208
A Novel LDA Approach for High-Dimensional Data….Pages 209-212
Research and Design of Distributed Neural Networks with Chip Training Algorithm….Pages 213-216
Support Vector Regression with Smoothing Property….Pages 217-220
A Fast SMO Training Algorithm for Support Vector Regression….Pages 221-224
Rival Penalized Fuzzy Competitive Learning Algorithm….Pages 225-228
A New Predictive Vector Quantization Method Using a Smaller Codebook….Pages 229-236
Performance Improvement of Fuzzy RBF Networks….Pages 237-244
Universal Approach to Study Delayed Dynamical Systems….Pages 245-253
Long-Range Connections Based Small-World Network and Its Synchronizability….Pages 254-263
Double Synaptic Weight Neuron Theory and Its Application….Pages 264-272
Comparative Study of Chaotic Neural Networks with Different Models of Chaotic Noise….Pages 273-282
A Learning Model in Qubit Neuron According to Quantum Circuit….Pages 283-292
An Algorithm for Pruning Redundant Modules in Min-Max Modular Network with GZC Function….Pages 293-302
A General Procedure for Combining Binary Classifiers and Its Performance Analysis….Pages 303-312
A Modular Structure of Auto-encoder for the Integration of Different Kinds of Information….Pages 313-321
Adaptive and Competitive Committee Machine Architecture….Pages 322-331
An ART2/RBF Hybrid Neural Networks Research….Pages 332-335
Complex Number Procedure Neural Networks….Pages 336-339
Urban Traffic Signal Timing Optimization Based on Multi-layer Chaos Neural Networks Involving Feedback….Pages 340-344
Research on a Direct Adaptive Neural Network Control Method of Nonlinear Systems….Pages 345-352
Improving the Resultant Quality of Kohonen’s Self Organizing Map Using Stiffness Factor….Pages 353-357
A Novel Orthonormal Wavelet Network for Function Learning….Pages 358-363
Fuzzy Back-Propagation Network for PCB Sales Forecasting….Pages 364-373
An Evolutionary Artificial Neural Networks Approach for BF Hot Metal Silicon Content Prediction….Pages 374-377
Application of Chaotic Neural Model Based on Olfactory System on Pattern Recognitions….Pages 378-381
Double Robustness Analysis for Determining Optimal Feedforward Neural Network Architecture….Pages 382-385
Stochastic Robust Stability Analysis for Markovian Jump Neural Networks with Time Delay….Pages 386-389
Observation of Crises and Bifurcations in the Hodgkin-Huxley Neuron Model….Pages 390-396
An Application of Pattern Recognition Based on Optimized RBF-DDA Neural Networks….Pages 397-404
Global Exponential Stability of Cellular Neural Networks with Time-Varying Delays….Pages 405-410
Effect of Noises on Two-Layer Hodgkin-Huxley Neuronal Network….Pages 411-419
Adaptive Co-ordinate Transformation Based on a Spike Timing-Dependent Plasticity Learning Paradigm….Pages 420-428
Modeling of Short-Term Synaptic Plasticity Using Dynamic Synapses….Pages 429-438
A Chaotic Model of Hippocampus-Neocortex….Pages 439-448
Stochastic Neuron Model with Dynamic Synapses and Evolution Equation of Its Density Function….Pages 449-455
Learning Algorithm for Spiking Neural Networks….Pages 456-465
Exponential Convergence of Delayed Neural Networks….Pages 466-469
A Neural Network for Constrained Saddle Point Problems: An Approximation Approach….Pages 470-475
Implementing Fuzzy Reasoning by IAF Neurons….Pages 476-479
A Method for Quantifying Temporal and Spatial Patterns of Spike Trains….Pages 480-489
A Stochastic Nonlinear Evolution Model and Dynamic Neural Coding on Spontaneous Behavior of Large-Scale Neuronal Population….Pages 490-498
Study on Circle Maps Mechanism of Neural Spikes Sequence….Pages 499-507
Synchronous Behaviors of Hindmarsh-Rose Neurons with Chemical Coupling….Pages 508-511
A Simple Quantile Regression via Support Vector Machine….Pages 512-520
Doubly Regularized Kernel Regression with Heteroscedastic Censored Data….Pages 521-527
Support Vector Based Prototype Selection Method for Nearest Neighbor Rules….Pages 528-535
A Prediction Interval Estimation Method for KMSE….Pages 536-545
An Information-Geometrical Approach to Constructing Kernel in Support Vector Regression Machines….Pages 546-553
Training Data Selection for Support Vector Machines….Pages 554-564
Model Selection for Regularized Least-Squares Classification….Pages 565-572
Modelling of Chaotic Systems with Recurrent Least Squares Support Vector Machines Combined with Reconstructed Embedding Phase Space….Pages 573-581
Least-Squares Wavelet Kernel Method for Regression Estimation….Pages 582-591
Fuzzy Support Vector Machines Based on λ —Cut….Pages 592-600
Mixtures of Kernels for SVM Modeling….Pages 601-607
A Novel Parallel Reduced Support Vector Machine….Pages 608-618
Recurrent Support Vector Machines in Reliability Prediction….Pages 619-629
A Modified SMO Algorithm for SVM Regression and Its Application in Quality Prediction of HP-LDPE….Pages 630-639
Gait Recognition via Independent Component Analysis Based on Support Vector Machine and Neural Network….Pages 640-649
Uncertainty Support Vector Method for Ordinal Regression….Pages 650-654
An Incremental Learning Method Based on SVM for Online Sketchy Shape Recognition….Pages 655-659
Eigenspectra Versus Eigenfaces: Classification with a Kernel-Based Nonlinear Representor….Pages 660-663
Blind Extraction of Singularly Mixed Source Signals….Pages 664-667
Application of Support Vector Machines in Predicting Employee Turnover Based on Job Performance….Pages 668-674
Palmprint Recognition Based on Unsupervised Subspace Analysis….Pages 675-678
A New Alpha Seeding Method for Support Vector Machine Training….Pages 679-682
Multiple Acoustic Sources Location Based on Blind Source Separation….Pages 683-687
Short-Term Load Forecasting Based on Self-organizing Map and Support Vector Machine….Pages 688-691
A Multi-class Classifying Algorithm Based on Nonlinear Dimensionality Reduction and Support Vector Machines….Pages 692-695
A VSC Scheme for Linear MIMO Systems Based on SVM….Pages 696-699
Global Convergence of FastICA: Theoretical Analysis and Practical Considerations….Pages 700-705
SVM Based Nonparametric Model Identification and Dynamic Model Control….Pages 706-709
Learning SVM Kernel with Semi-definite Programming….Pages 710-715
Weighted On-line SVM Regression Algorithm and Its Application….Pages 716-719
Convergence of an Online Gradient Method for BP Neural Networks with Stochastic Inputs….Pages 720-729
A Constructive Algorithm for Wavelet Neural Networks….Pages 730-739
Stochastic High-Order Hopfield Neural Networks….Pages 740-749
Predicting with Confidence – An Improved Dynamic Cell Structure….Pages 750-759
An Efficient Score Function Generation Algorithm with Information Maximization….Pages 760-768
A New Criterion on Exponential Stability of a Class of Discrete Cellular Neural Networks with Time Delay….Pages 769-772
A Novel Local Connection Neural Network….Pages 773-777
An Unsupervised Cooperative Pattern Recognition Model to Identify Anomalous Massive SNMP Data Sending….Pages 778-782
A Fast Nonseparable Wavelet Neural Network for Function Approximation….Pages 783-788
A Visual Cortex Domain Model for Illusory Contour Figures….Pages 789-792
ANN Ensemble Online Learning Strategy in 3D Object Cognition and Recognition Based on Similarity….Pages 793-796
Design and Implementation of the Individualized Intelligent Teachable Agent….Pages 797-805
Comparison of Complexity and Regularity of ERP Recordings Between Single and Dual Tasks Using Sample Entropy Algorithm….Pages 806-810
Representation of a Physio-psychological Index Through Constellation Graphs….Pages 811-817
Neural Network Based Emotion Estimation Using Heart Rate Variability and Skin Resistance….Pages 818-824
Modeling Belief, Capability and Promise for Cognitive Agents – A Modal Logic Approach….Pages 825-834
PENCIL: A Framework for Expressing Free-Hand Sketching in 3D….Pages 835-838
Blocking Artifacts Measurement Based on the Human Visual System….Pages 839-843
A Computation Model of Korean Lexical Processing….Pages 844-849
Neuroanatomical Analysis for Onomatopoeia and Phainomime Words: fMRI Study….Pages 850-854
Cooperative Aspects of Selective Attention….Pages 855-866
Selective Attention Guided Perceptual Grouping Model….Pages 867-876
Visual Search for Object Features….Pages 877-887
Agent Based Decision Support System Using Reinforcement Learning Under Emergency Circumstances….Pages 888-892
Dynamic Inputs and Attraction Force Analysis for Visual Invariance and Transformation Estimation….Pages 893-902
Task-Oriented Sparse Coding Model for Pattern Classification….Pages 903-914
Robust Face Recognition from One Training Sample per Person….Pages 915-924
Chinese Word Sense Disambiguation Using HowNet….Pages 925-932
Modeling Human Learning as Context Dependent Knowledge Utility Optimization….Pages 933-946
Automatic Text Summarization Based on Lexical Chains….Pages 947-951
A General fMRI Linear Convolution Model Based Dynamic Characteristic….Pages 952-955
A KNN-Based Learning Method for Biology Species Categorization….Pages 956-964
Application of Emerging Patterns for Multi-source Bio-Data Classification and Analysis….Pages 965-974
Nonlinear Kernel MSE Methods for Cancer Classification….Pages 975-984
Fusing Face and Fingerprint for Identity Authentication by SVM….Pages 985-994
A New Algorithm of Multi-modality Medical Image Fusion Based on Pulse-Coupled Neural Networks….Pages 995-1001
Cleavage Site Analysis Using Rule Extraction from Neural Networks….Pages 1002-1008
Prediction Rule Generation of MHC Class I Binding Peptides Using ANN and GA….Pages 1009-1016
Combined Kernel Function Approach in SVM for Diagnosis of Cancer….Pages 1017-1026
Automatic Liver Segmentation of Contrast Enhanced CT Images Based on Histogram Processing….Pages 1027-1030
An Improved Adaptive RBF Network for Classification of Left and Right Hand Motor Imagery Tasks….Pages 1031-1034
Similarity Analysis of DNA Sequences Based on the Relative Entropy….Pages 1035-1038
Can Circulating Matrix Metalloproteinases Be Predictors of Breast Cancer? A Neural Network Modeling Study….Pages 1039-1042
Blind Clustering of DNA Fragments Based on Kullback-Leibler Divergence….Pages 1043-1046
Prediction of Protein Subcellular Locations Using Support Vector Machines….Pages 1047-1051
Neuroinformatics Research in China- Current Status and Future Research Activities….Pages 1052-1056
Australian Neuroinformatics Research – Grid Computing and e-Research….Pages 1057-1064
Current Status and Future Research Activities in Clinical Neuroinformatics: Singaporean Perspective….Pages 1065-1073
Japanese Neuroinformatics Research: Current Status and Future Research Program of J-Node….Pages 1074-1079
Optimal TDMA Frame Scheduling in Broadcasting Packet Radio Networks Using a Gradual Noisy Chaotic Neural Network….Pages 1080-1089
A Fast Online SVM Algorithm for Variable-Step CDMA Power Control….Pages 1090-1099
Fourth-Order Cumulants and Neural Network Approach for Robust Blind Channel Equalization….Pages 1100-1112
Equalization of a Wireless ATM Channel with Simplified Complex Bilinear Recurrent Neural Network….Pages 1113-1116
A Novel Remote User Authentication Scheme Using Interacting Neural Network….Pages 1117-1120
Genetic Algorithm Simulated Annealing Based Clustering Strategy in MANET….Pages 1121-1131
A Gradual Training Algorithm of Incremental Support Vector Machine Learning….Pages 1132-1139
An Improved Method of Feature Selection Based on Concept Attributes in Text Classification….Pages 1140-1149
Research on the Decision Method for Enterprise Information Investment Based on IA-BP Network….Pages 1150-1159
Process Control and Management of Etching Process Using Data Mining with Quality Indexes….Pages 1160-1169
Automatic Knowledge Configuration by Reticular Activating System….Pages 1170-1178
An Improved Information Retrieval Method and Input Device Using Gloves for Wearable Computers….Pages 1179-1184
Research on Design and Implementation of the Artificial Intelligence Agent for Smart Home Based on Support Vector Machine….Pages 1185-1188
A Self-organized Network for Data Clustering….Pages 1189-1198
A General Criterion of Synchronization Stability in Ensembles of Coupled Systems and Its Application….Pages 1199-1208
Complexity of Linear Cellular Automata over ℤ m ….Pages 1209-1213
Applications of Genetic Algorithm for Artificial Neural Network Model Discovery and Performance Surface Optimization in Finance….Pages 1214-1223
Mining Data by Query-Based Error-Propagation….Pages 1224-1233
The Application of Structured Feedforward Neural Networks to the Modelling of the Daily Series of Currency in Circulation….Pages 1234-1246
Time Delay Neural Networks and Genetic Algorithms for Detecting Temporal Patterns in Stock Markets….Pages 1247-1255
The Prediction of the Financial Time Series Based on Correlation Dimension….Pages 1256-1265
Gradient-Based FCM and a Neural Network for Clustering of Incomplete Data….Pages 1266-1269
Toward Global Optimization of ANN Supported by Instance Selection for Financial Forecasting….Pages 1270-1274
FranksTree: A Genetic Programming Approach to Evolve Derived Bracketed L-Systems….Pages 1275-1278
Data Clustering with a Neuro-immune Network….Pages 1279-1288
Back Matter….Pages –
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