Advances in Neural Networks - ISNN 2006: Third International Symposium on Neural Networks, Chengdu, China, May 28 - June 1, 2006, Proceedings, Part I

Front Matter....Pages -
The Ideal Noisy Environment for Fast Neural Computation....Pages 1-6
How Does a Neuron Perform Subtraction? – Arithmetic Rules of Synaptic Integration of Excitation and Inhibition....Pages 7-14
Stochastic Resonance Enhancing Detectability of Weak Signal by Neuronal Networks Model for Receiver....Pages 15-20
A Gaussian Dynamic Convolution Models of the FMRI BOLD Response....Pages 21-26
Cooperative Motor Learning Model for Cerebellar Control of Balance and Locomotion....Pages 27-33
A Model of Category Learning with Attention Augmented Simplistic Prototype Representation....Pages 34-40
On the Learning Algorithms of Descriptive Models of High-Order Human Cognition....Pages 41-49
A Neural Model on Cognitive Process....Pages 50-59
Approximation Bound of Mixture Networks in $L^{p}_{\omega}$ Spaces....Pages 60-65
Integral Transform and Its Application to Neural Network Approximation....Pages 66-71
The Essential Approximation Order for Neural Networks with Trigonometric Hidden Layer Units....Pages 72-79
Wavelets Based Neural Network for Function Approximation....Pages 80-85
Passivity Analysis of Dynamic Neural Networks with Different Time-Scales....Pages 86-92
Exponential Dissipativity of Non-autonomous Neural Networks with Distributed Delays and Reaction-Diffusion Terms....Pages 93-99
Convergence Analysis of Continuous-Time Neural Networks....Pages 100-108
Global Convergence of Continuous-Time Recurrent Neural Networks with Delays....Pages 109-114
Global Exponential Stability in Lagrange Sense of Continuous-Time Recurrent Neural Networks....Pages 115-121
Global Exponential Stability of Recurrent Neural Networks with Time-Varying Delay....Pages 122-128
New Criteria of Global Exponential Stability for a Class of Generalized Neural Networks with Time-Varying Delays....Pages 129-134
Dynamics of General Neural Networks with Distributed Delays....Pages 135-140
On Equilibrium and Stability of a Class of Neural Networks with Mixed Delays....Pages 141-146
Stability Analysis of Neutral Neural Networks with Time Delay....Pages 147-152
Global Asymptotical Stability in Neutral-Type Delayed Neural Networks with Reaction-Diffusion Terms....Pages 153-158
Almost Sure Exponential Stability on Interval Stochastic Neural Networks with Time-Varying Delays....Pages 159-164
Stochastic Robust Stability of Markovian Jump Nonlinear Uncertain Neural Networks with Wiener Process....Pages 165-171
Stochastic Robust Stability Analysis for Markovian Jump Discrete-Time Delayed Neural Networks with Multiplicative Nonlinear Perturbations....Pages 172-178
Global Robust Stability of General Recurrent Neural Networks with Time-Varying Delays....Pages 179-184
Robust Periodicity in Recurrent Neural Network with Time Delays and Impulses....Pages 185-191
Global Asymptotical Stability of Cohen-Grossberg Neural Networks with Time-Varying and Distributed Delays....Pages 192-197
LMI Approach to Robust Stability Analysis of Cohen-Grossberg Neural Networks with Multiple Delays....Pages 198-203
Existence and Global Stability Analysis of Almost Periodic Solutions for Cohen-Grossberg Neural Networks....Pages 204-210
A New Sufficient Condition on the Complete Stability of a Class Cellular Neural Networks....Pages 211-216
Stability Analysis of Reaction-Diffusion Recurrent Cellular Neural Networks with Variable Time Delays....Pages 217-223
Exponential Stability of Delayed Stochastic Cellular Neural Networks....Pages 224-229
Global Exponential Stability of Cellular Neural Networks with Time-Varying Delays and Impulses....Pages 230-235
Global Exponential Stability of Fuzzy Cellular Neural Networks with Variable Delays....Pages 236-242
Stability of Fuzzy Cellular Neural Networks with Impulses....Pages 243-248
Absolute Stability of Hopfield Neural Network....Pages 249-254
Robust Stability Analysis of Uncertain Hopfield Neural Networks with Markov Switching....Pages 255-260
Asymptotic Stability of Second-Order Discrete-Time Hopfield Neural Networks with Variable Delays....Pages 261-266
Convergence Analysis of Discrete Delayed Hopfield Neural Networks....Pages 267-272
An LMI-Based Approach to the Global Stability of Bidirectional Associative Memory Neural Networks with Variable Delay....Pages 273-278
Existence of Periodic Solution of BAM Neural Network with Delay and Impulse....Pages 279-284
On Control of Hopf Bifurcation in BAM Neural Network with Delayed Self-feedback....Pages 285-290
Convergence and Periodicity of Solutions for a Class of Discrete-Time Recurrent Neural Network with Two Neurons....Pages 291-296
Existence and Global Attractability of Almost Periodic Solution for Competitive Neural Networks with Time-Varying Delays and Different Time Scales....Pages 297-302
Global Synchronization of Impulsive Coupled Delayed Neural Networks....Pages 303-308
Synchronization of a Class of Coupled Discrete Recurrent Neural Networks with Time Delay....Pages 309-315
Chaos and Bifurcation in a New Class of Simple Hopfield Neural Network....Pages 316-321
Synchronization of Chaotic System with the Perturbation Via Orthogonal Function Neural Network....Pages 322-327
Numerical Analysis of a Chaotic Delay Recurrent Neural Network with Four Neurons....Pages 328-333
Autapse Modulated Bursting....Pages 334-343
A Neural Network Model for Non-smooth Optimization over a Compact Convex Subset....Pages 344-349
Differential Inclusions-Based Neural Networks for Nonsmooth Convex Optimization on a Closed Convex Subset....Pages 350-358
A Recurrent Neural Network for Linear Fractional Programming with Bound Constraints....Pages 359-368
A Delayed Lagrangian Network for Solving Quadratic Programming Problems with Equality Constraints....Pages 369-378
Wavelet Chaotic Neural Networks and Their Application to Optimization Problems....Pages 379-384
A New Optimization Algorithm Based on Ant Colony System with Density Control Strategy....Pages 385-390
A New Neural Network Approach to the Traveling Salesman Problem....Pages 391-398
Dynamical System for Computing Largest Generalized Eigenvalue....Pages 399-404
A Concise Functional Neural Network for Computing the Extremum Eigenpairs of Real Symmetric Matrices....Pages 405-413
A Novel Stochastic Learning Rule for Neural Networks....Pages 414-423
Learning with Single Quadratic Integrate-and-Fire Neuron....Pages 424-429
Manifold Learning of Vector Fields....Pages 430-435
Similarity Measure for Vector Field Learning....Pages 436-441
The Mahalanobis Distance Based Rival Penalized Competitive Learning Algorithm....Pages 442-447
Dynamic Competitive Learning....Pages 448-455
Hyperbolic Quotient Feature Map for Competitive Learning Neural Networks....Pages 456-463
A Gradient Entropy Regularized Likelihood Learning Algorithm on Gaussian Mixture with Automatic Model Selection....Pages 464-469
Self-organizing Neural Architecture for Reinforcement Learning....Pages 470-475
On the Efficient Implementation Biologic Reinforcement Learning Using Eligibility Traces....Pages 476-481
Combining Label Information and Neighborhood Graph for Semi-supervised Learning....Pages 482-488
A Cerebellar Feedback Error Learning Scheme Based on Kalman Estimator for Tracing in Dynamic System....Pages 489-495
An Optimal Iterative Learning Scheme for Dynamic Neural Network Modelling....Pages 496-501
Delayed Learning on Internal Memory Network and Organizing Internal States....Pages 502-508
A Novel Learning Algorithm for Feedforward Neural Networks....Pages 509-514
On H  ∞  Filtering in Feedforward Neural Networks Training and Pruning....Pages 515-523
A Node Pruning Algorithm Based on Optimal Brain Surgeon for Feedforward Neural Networks....Pages 524-529
A Fast Learning Algorithm Based on Layered Hessian Approximations and the Pseudoinverse....Pages 530-536
A Modular Reduction Method for k -NN Algorithm with Self-recombination Learning....Pages 537-544
Selective Neural Network Ensemble Based on Clustering....Pages 545-550
An Individual Adaptive Gain Parameter Backpropagation Algorithm for Complex-Valued Neural Networks....Pages 551-557
Training Cellular Neural Networks with Stable Learning Algorithm....Pages 558-563
A New Stochastic PSO Technique for Neural Network Training....Pages 564-569
A Multi-population Cooperative Particle Swarm Optimizer for Neural Network Training....Pages 570-576
Training RBF Neural Network with Hybrid Particle Swarm Optimization....Pages 577-583
Robust Learning by Self-organization of Nonlinear Lines of Attractions....Pages 584-589
Improved Learning Algorithm Based on Generalized SOM for Dynamic Non-linear System....Pages 590-598
Q-Learning with FCMAC in Multi-agent Cooperation....Pages 599-606
Q Learning Based on Self-organizing Fuzzy Radial Basis Function Network....Pages 607-615
A Fuzzy Neural Networks with Structure Learning....Pages 616-622
Reinforcement Learning-Based Tuning Algorithm Applied to Fuzzy Identification....Pages 623-630
A New Learning Algorithm for Function Approximation Incorporating A Priori Information into Extreme Learning Machine....Pages 631-636
Robust Recursive Complex Extreme Learning Machine Algorithm for Finite Numerical Precision....Pages 637-643
Evolutionary Extreme Learning Machine – Based on Particle Swarm Optimization....Pages 644-652
A Gradient-Based ELM Algorithm in Regressing Multi-variable Functions....Pages 653-658
A New Genetic Approach to Structure Learning of Bayesian Networks....Pages 659-668
Research on Multi-Degree-of-Freedom Neurons with Weighted Graphs....Pages 669-675
Output PDF Shaping of Singular Weights System: Monotonical Performance Design....Pages 676-682
Stochastic Time-Varying Competitive Neural Network Systems....Pages 683-688
Heterogeneous Centroid Neural Networks....Pages 689-694
Building Multi-layer Small World Neural Network....Pages 695-700
Growing Hierarchical Principal Components Analysis Self-Organizing Map....Pages 701-706
Hybrid Neural Network Model Based on Multi-layer Perceptron and Adaptive Resonance Theory....Pages 707-713
Evolving Neural Networks Using the Hybrid of Ant Colony Optimization and BP Algorithms....Pages 714-722
A Genetic Algorithm with Modified Tournament Selection and Efficient Deterministic Mutation for Evolving Neural Network....Pages 723-731
A Neural Network Structure Evolution Algorithm Based on e, m Projections and Model Selection Criterion....Pages 732-738
A Parallel Coevolutionary Immune Neural Network and Its Application to Signal Simulation....Pages 739-746
A Novel Elliptical Basis Function Neural Networks Optimized by Particle Swarm Optimization....Pages 747-751
Fuzzy Neural Network Optimization by a Particle Swarm Optimization Algorithm....Pages 752-761
Fuzzy Rule Extraction Using Robust Particle Swarm Optimization....Pages 762-767
A New Design Methodology of Fuzzy Set-Based Polynomial Neural Networks with Symbolic Gene Type Genetic Algorithms....Pages 768-773
Design of Fuzzy Polynomial Neural Networks with the Aid of Genetic Fuzzy Granulation and Its Application to Multi-variable Process System....Pages 774-779
A Novel Self-Organizing Fuzzy Polynomial Neural Networks with Evolutionary FPNs: Design and Analysis....Pages 780-785
Design of Fuzzy Neural Networks Based on Genetic Fuzzy Granulation and Regression Polynomial Fuzzy Inference....Pages 786-791
A New Fuzzy ART Neural Network Based on Dual Competition and Resonance Technique....Pages 792-797
Simulated Annealing Based Learning Approach for the Design of Cascade Architectures of Fuzzy Neural Networks....Pages 798-803
A New Fuzzy Identification Method Based on Adaptive Critic Designs....Pages 804-809
Impacts of Perturbations of Training Patterns on Two Fuzzy Associative Memories Based on T-Norms....Pages 810-817
Alpha-Beta Associative Memories for Gray Level Patterns....Pages 818-823
Associative Memories Based on Discrete-Time Cellular Neural Networks with One-Dimensional Space-Invariant Templates....Pages 824-829
Autonomous and Deterministic Probabilistic Neural Network Using Global k -Means....Pages 830-836
Selecting Variables for Neural Network Committees....Pages 837-842
An Adaptive Network Topology for Classification....Pages 843-848
A Quantitative Comparison of Different MLP Activation Functions in Classification....Pages 849-857
Estimating the Number of Hidden Neurons in a Feedforward Network Using the Singular Value Decomposition....Pages 858-865
Neuron Selection for RBF Neural Network Classifier Based on Multiple Granularities Immune Network....Pages 866-872
Hierarchical Radial Basis Function Neural Networks for Classification Problems....Pages 873-879
Biased Wavelet Neural Network and Its Application to Streamflow Forecast....Pages 880-888
A Goal Programming Based Approach for Hidden Targets in Layer-by-Layer Algorithm of Multilayer Perceptron Classifiers....Pages 889-894
SLIT: Designing Complexity Penalty for Classification and Regression Trees Using the SRM Principle....Pages 895-902
Flexible Neural Tree for Pattern Recognition....Pages 903-908
A Novel Model of Artificial Immune Network and Simulations on Its Dynamics....Pages 909-914
A Kernel Optimization Method Based on the Localized Kernel Fisher Criterion....Pages 915-921
Genetic Granular Kernel Methods for Cyclooxygenase-2 Inhibitor Activity Comparison....Pages 922-927
Support Vector Machines with Beta-Mixing Input Sequences....Pages 928-935
Least Squares Support Vector Machine on Gaussian Wavelet Kernel Function Set....Pages 936-941
A Smoothing Multiple Support Vector Machine Model....Pages 942-948
Fuzzy Support Vector Machines Based on Spherical Regions....Pages 949-954
Building Support Vector Machine Alternative Using Algorithms of Computational Geometry....Pages 955-961
Cooperative Clustering for Training SVMs....Pages 962-967
SVMV – A Novel Algorithm for the Visualization of SVM Classification Results....Pages 968-973
Support Vector Machines Ensemble Based on Fuzzy Integral for Classification....Pages 974-980
An Adaptive Support Vector Machine Learning Algorithm for Large Classification Problem....Pages 981-990
SVDD-Based Method for Fast Training of Multi-class Support Vector Classifier....Pages 991-996
Binary Tree Support Vector Machine Based on Kernel Fisher Discriminant for Multi-classification....Pages 997-1003
A Fast and Sparse Implementation of Multiclass Kernel Perceptron Algorithm....Pages 1004-1009
Mutual Conversion of Regression and Classification Based on Least Squares Support Vector Machines....Pages 1010-1015
Sparse Least Squares Support Vector Machine for Function Estimation....Pages 1016-1021
A Multiresolution Wavelet Kernel for Support Vector Regression....Pages 1022-1029
Multi-scale Support Vector Machine for Regression Estimation....Pages 1030-1037
Gradient Based Fuzzy C-Means Algorithm with a Mercer Kernel....Pages 1038-1043
An Efficient Similarity-Based Validity Index for Kernel Clustering Algorithm....Pages 1044-1049
Fuzzy Support Vector Clustering....Pages 1050-1056
An SVM Classification Algorithm with Error Correction Ability Applied to Face Recognition....Pages 1057-1062
A Boosting SVM Chain Learning for Visual Information Retrieval....Pages 1063-1069
Nonlinear Estimation of Hyperspectral Mixture Pixel Proportion Based on Kernel Orthogonal Subspace Projection....Pages 1070-1075
A New Proximal Support Vector Machine for Semi-supervised Classification....Pages 1076-1082
Sparse Gaussian Processes Using Backward Elimination....Pages 1083-1088
Comparative Study of Extreme Learning Machine and Support Vector Machine....Pages 1089-1095
Multi-level Independent Component Analysis....Pages 1096-1102
An ICA Learning Algorithm Utilizing Geodesic Approach....Pages 1103-1108
An Extended Online Fast-ICA Algorithm....Pages 1109-1114
Gradient Algorithm for Nonnegative Independent Component Analysis....Pages 1115-1120
Unified Parametric and Non-parametric ICA Algorithm for Arbitrary Sources....Pages 1121-1126
A Novel Kurtosis-Dependent Parameterized Independent Component Analysis Algorithm....Pages 1127-1132
Local Stability Analysis of Maximum Nongaussianity Estimation in Independent Component Analysis....Pages 1133-1139
Convergence Analysis of a Discrete-Time Single-Unit Gradient ICA Algorithm....Pages 1140-1146
An Novel Algorithm for Blind Source Separation with Unknown Sources Number....Pages 1147-1152
Blind Source Separation Based on Generalized Variance....Pages 1153-1158
Blind Source Separation with Pattern Expression NMF....Pages 1159-1164
Nonlinear Blind Source Separation Using Hybrid Neural Networks....Pages 1165-1170
Identification of Mixing Matrix in Blind Source Separation....Pages 1171-1176
Identification of Independent Components Based on Borel Measure for Under-Determined Mixtures....Pages 1177-1182
Estimation of Delays and Attenuations for Underdetermined BSS in Frequency Domain....Pages 1183-1188
Application of Blind Source Separation to Five-Element Cross Array Passive Location....Pages 1189-1194
Convolutive Blind Separation of Non-white Broadband Signals Based on a Double-Iteration Method....Pages 1195-1201
Multichannel Blind Deconvolution Using a Novel Filter Decomposition Method....Pages 1202-1207
Two-Stage Blind Deconvolution for V-BLAST OFDM System....Pages 1208-1213
A Comparative Study on Selection of Cluster Number and Local Subspace Dimension in the Mixture PCA Models....Pages 1214-1221
Adaptive Support Vector Clustering for Multi-relational Data Mining....Pages 1222-1230
Robust Data Clustering in Mercer Kernel-Induced Feature Space....Pages 1231-1237
Pseudo-density Estimation for Clustering with Gaussian Processes....Pages 1238-1243
Clustering Analysis of Competitive Learning Network for Molecular Data....Pages 1244-1249
Self-Organizing Map Clustering Analysis for Molecular Data....Pages 1250-1255
A Conscientious Rival Penalized Competitive Learning Text Clustering Algorithm....Pages 1256-1260
Self-Organizing-Map-Based Metamodeling for Massive Text Data Exploration....Pages 1261-1266
Ensemble Learning for Keyphrases Extraction from Scientific Document....Pages 1267-1272
Grid-Based Fuzzy Support Vector Data Description....Pages 1273-1279
Development of the Hopfield Neural Scheme for Data Association in Multi-target Tracking....Pages 1280-1285
Determine Discounting Coefficient in Data Fusion Based on Fuzzy ART Neural Network....Pages 1286-1292
Scientific Data Lossless Compression Using Fast Neural Network....Pages 1293-1298
HyperSurface Classifiers Ensemble for High Dimensional Data Sets....Pages 1299-1304
Designing a Decompositional Rule Extraction Algorithm for Neural Networks....Pages 1305-1311
Estimating Fractal Intrinsic Dimension from the Neighborhood....Pages 1312-1318
Dimensionality Reduction for Evolving RBF Networks with Particle Swarms....Pages 1319-1325
Improved Locally Linear Embedding Through New Distance Computing....Pages 1326-1333
An Incremental Linear Discriminant Analysis Using Fixed Point Method....Pages 1334-1339
A Prewhitening RLS Projection Alternated Subspace Tracking (PAST) Algorithm....Pages 1340-1345
Classification with the Hybrid of Manifold Learning and Gabor Wavelet....Pages 1346-1351
A Novel Input Stochastic Sensitivity Definition of Radial Basis Function Neural Networks and Its Application to Feature Selection....Pages 1352-1358
Using Ensemble Feature Selection Approach in Selecting Subset with Relevant Features....Pages 1359-1366
A New Method for Feature Selection....Pages 1367-1372
Improved Feature Selection Algorithm Based on SVM and Correlation....Pages 1373-1380
Feature Selection in Text Classification Via SVM and LSI....Pages 1381-1386
Parsimonious Feature Extraction Based on Genetic Algorithms and Support Vector Machines....Pages 1387-1393
Feature Extraction for Time Series Classification Using Discriminating Wavelet Coefficients....Pages 1394-1399
Feature Extraction of Underground Nuclear Explosions Based on NMF and KNMF....Pages 1400-1405
Hidden Markov Model Networks for Multiaspect Discriminative Features Extraction from Radar Targets....Pages 1406-1411
Application of Self-organizing Feature Neural Network for Target Feature Extraction....Pages 1412-1420
Divergence-Based Supervised Information Feature Compression Algorithm....Pages 1421-1426
Back Matter....Pages -