Advances in Neural Networks – ISNN 2004: International Symposium on Neural Networks, Dalian, China, August 2004, Proceedings, Part I

Front Matter....Pages -
Approximation Bounds by Neural Networks in  L ω p [-4pt]....Pages 1-6
Geometric Interpretation of Nonlinear Approximation Capability for Feedforward Neural Networks....Pages 7-13
Mutual Information and Topology 1: Asymmetric Neural Network....Pages 14-19
Mutual Information and Topology 2: Symmetric Network....Pages 20-25
Simplified PCNN and Its Periodic Solutions....Pages 26-31
On Robust Periodicity of Delayed Dynamical Systems with Time-Varying Parameters....Pages 32-37
Delay-Dependent Criteria for Global Stability of Delayed Neural Network System....Pages 38-43
Stability Analysis of Uncertain Neural Networks with Delay....Pages 44-48
A New Method for Robust Stability Analysis of a Class of Recurrent Neural Networks with Time Delays....Pages 49-54
Criteria for Stability in Neural Network Models with Iterative Maps....Pages 55-60
Exponential Stability Analysis for Neural Network with Parameter Fluctuations....Pages 61-66
Local Stability and Bifurcation in a Model of Delayed Neural Network....Pages 67-71
On the Asymptotic Stability of Non-autonomous Delayed Neural Networks....Pages 72-77
Global Exponential Stability of Cohen-Grossberg Neural Networks with Multiple Time-Varying Delays....Pages 78-83
Stability of Stochastic Cohen-Grossberg Neural Networks....Pages 84-89
A Novel Approach to Exponential Stability Analysis of Cohen-Grossberg Neural Networks....Pages 90-95
Analysis for Global Robust Stability of Cohen-Grossberg Neural Networks with Multiple Delays....Pages 96-101
On Robust Stability of BAM Neural Networks with Constant Delays....Pages 102-107
Absolutely Exponential Stability of BAM Neural Networks with Distributed Delays....Pages 108-113
Stability Analysis of Discrete-Time Cellular Neural Networks....Pages 114-119
Novel Exponential Stability Criteria for Fuzzy Cellular Neural Networks with Time-Varying Delay....Pages 120-125
Stability of Discrete Hopfield Networks with Delay in Serial Mode....Pages 126-131
Further Results for an Estimation of Upperbound of Delays for Delayed Neural Networks....Pages 132-137
Synchronization in Two Uncoupled Chaotic Neurons....Pages 138-143
Robust Synchronization of Coupled Delayed Recurrent Neural Networks....Pages 144-149
Self-Optimizing Neural Networks....Pages 150-155
Genetically Optimized Self-Organizing Neural Networks Based on PNs and FPNs....Pages 156-161
A New Approach to Self-Organizing Hybrid Fuzzy Polynomial Neural Networks: Synthesis of Computational Intelligence Technologies....Pages 162-167
On Soft Learning Vector Quantization Based on Reformulation....Pages 168-173
A New Approach to Self-Organizing Polynomial Neural Networks by Means of Genetic Algorithms....Pages 174-179
Fuzzy-Kernel Learning Vector Quantization....Pages 180-185
Genetic Generation of High-Degree-of-Freedom Feed-Forward Neural Networks....Pages 186-192
Self-Organizing Feature Map Based Data Mining....Pages 193-198
Diffusion and Growing Self-Organizing Map: A Nitric Oxide Based Neural Model....Pages 199-204
A New Adaptive Self-Organizing Map....Pages 205-210
Evolving Flexible Neural Networks Using Ant Programming and PSO Algorithm....Pages 211-216
Surrogating Neurons in an Associative Chaotic Neural Network....Pages 217-222
Ensembles of RBFs Trained by Gradient Descent....Pages 223-228
Gradient Descent Training of Radial Basis Functions....Pages 229-234
Recent Developments on Convergence of Online Gradient Methods for Neural Network Training....Pages 235-238
A Regularized Line Search Tunneling for Efficient Neural Network Learning....Pages 239-243
Transductive Learning Machine Based on the Affinity-Rule for Semi-supervised Problems and Its Algorithm....Pages 244-251
A Learning Algorithm with Gaussian Regularizer for Kernel Neuron....Pages 252-257
An Effective Learning Algorithm of Synergetic Neural Network....Pages 258-263
Sparse Bayesian Learning Based on an Efficient Subset Selection....Pages 264-269
A Novel Fuzzy Neural Network with Fast Training and Accurate Generalization....Pages 270-275
Tuning Neuro-Fuzzy Function Approximator by Tabu Search....Pages 276-281
Finite Convergence of MRI Neural Network for Linearly Separable Training Patterns....Pages 282-285
A Rapid Two-Step Learning Algorithm for Spline Activation Function Neural Networks with the Application on Biped Gait Recognition....Pages 286-292
An Online Feature Learning Algorithm Using HCI-Based Reinforcement Learning....Pages 293-298
Optimizing the Weights of Neural Networks Based on Antibody Clonal Simulated Annealing Algorithm....Pages 299-304
Backpropagation Analysis of the Limited Precision on High-Order Function Neural Networks....Pages 305-310
LMS Adaptive Notch Filter Design Based on Immune Algorithm....Pages 311-316
Training Radial Basis Function Networks with Particle Swarms....Pages 317-322
Optimizing Weights by Genetic Algorithm for Neural Network Ensemble....Pages 323-331
Survival Density Particle Swarm Optimization for Neural Network Training....Pages 332-337
Modified Error Function with Added Terms for the Backpropagation Algorithm....Pages 338-343
Robust Constrained-LMS Algorithm....Pages 344-349
A Novel Three-Phase Algorithm for RBF Neural Network Center Selection....Pages 350-355
Editing Training Data for k NN Classifiers with Neural Network Ensemble....Pages 356-361
Learning Long-Term Dependencies in Segmented Memory Recurrent Neural Networks....Pages 362-369
An Optimal Neural-Network Model for Learning Posterior Probability Functions from Observations....Pages 370-376
The Layered Feed-Forward Neural Networks and Its Rule Extraction....Pages 377-382
Analysing Contributions of Components and Factors to Pork Odour Using Structural Learning with Forgetting Method....Pages 383-388
On Multivariate Calibration Problems....Pages 389-394
Control of Associative Chaotic Neural Networks Using a Reinforcement Learning....Pages 395-400
A Method to Improve the Transiently Chaotic Neural Network....Pages 401-405
A New Neural Network for Nonlinear Constrained Optimization Problems....Pages 406-412
Delay PCNN and Its Application for Optimization....Pages 413-418
A New Parallel Improvement Algorithm for Maximum Cut Problem....Pages 419-424
A New Neural Network Algorithm for Clique Vertex-Partition Problem....Pages 425-429
An Algorithm Based on Hopfield Network Learning for Minimum Vertex Cover Problem....Pages 430-435
A Subgraph Isomorphism Algorithm Based on Hopfield Neural Network....Pages 436-441
A Positively Self-Feedbacked Hopfield Neural Network for N-Queens Problem....Pages 442-447
NN-Based GA for Engineering Optimization....Pages 448-453
Applying GENET to the JSSCSOP....Pages 454-461
Improvements to Bennett’s Nearest Point Algorithm for Support Vector Machines....Pages 462-467
Distance-Based Selection of Potential Support Vectors by Kernel Matrix....Pages 468-473
A Learning Method for Robust Support Vector Machines....Pages 474-479
A Cascade Method for Reducing Training Time and the Number of Support Vectors....Pages 480-486
Minimal Enclosing Sphere Estimation and Its Application to SVMs Model Selection....Pages 487-493
Constructing Support Vector Classifiers with Unlabeled Data....Pages 494-499
Nested Buffer SMO Algorithm for Training Support Vector Classifiers....Pages 500-505
Support Vector Classifier with a Fuzzy-Value Class Label....Pages 506-511
RBF Kernel Based Support Vector Machine with Universal Approximation and Its Application....Pages 512-517
A Practical Parameters Selection Method for SVM....Pages 518-523
Ho–Kashyap with Early Stopping Versus Soft Margin SVM for Linear Classifiers –An Application....Pages 524-530
Radar HRR Profiles Recognition Based on SVM with Power-Transformed-Correlation Kernel....Pages 531-536
Hydrocarbon Reservoir Prediction Using Support Vector Machines....Pages 537-542
Toxic Vapor Classification and Concentration Estimation for Space Shuttle and International Space Station....Pages 543-551
Optimal Watermark Detection Based on Support Vector Machines....Pages 552-557
Online LS-SVM Learning for Classification Problems Based on Incremental Chunk....Pages 558-564
A Novel Approach to Clustering Analysis Based on Support Vector Machine....Pages 565-570
Application of Support Vector Machine in Queuing System....Pages 571-577
Modelling of Chaotic Systems with Novel Weighted Recurrent Least Squares Support Vector Machines....Pages 578-585
Nonlinear System Identification Based on an Improved Support Vector Regression Estimator....Pages 586-591
Anomaly Detection Using Support Vector Machines....Pages 592-597
Power Plant Boiler Air Preheater Hot Spots Detection System Based on Least Square Support Vector Machines....Pages 598-604
Support Vector Machine Multiuser Detector for TD-SCDMA Communication System in Multipath Channels....Pages 605-610
Eyes Location by Hierarchical SVM Classifiers....Pages 611-615
Classification of Stellar Spectral Data Using SVM....Pages 616-621
Iris Recognition Using Support Vector Machines....Pages 622-628
Heuristic Genetic Algorithm-Based Support Vector Classifier for Recognition of Remote Sensing Images....Pages 629-635
Landmine Feature Extraction and Classification of GPR Data Based on SVM Method....Pages 636-641
Occupant Classification for Smart Airbag Using Stereovision and Support Vector Machines....Pages 642-647
Support Vector Machine Committee for Classification....Pages 648-653
Automatic Modulation Classification by Support Vector Machines....Pages 654-659
Blind Source Separation Using for Time-Delay Direction Finding....Pages 660-665
Frequency-Domain Separation Algorithms for Instantaneous Mixtures....Pages 666-671
Cumulant-Based Blind Separation of Convolutive Mixtures....Pages 672-677
A New Blind Source Separation Method Based on Fractional Lower Order Statistics and Neural Network....Pages 678-683
A Clustering Approach for Blind Source Separation with More Sources than Mixtures....Pages 684-689
A Blind Source Separation Algorithm with Linear Prediction Filters....Pages 690-695
A Blind Source Separation Based Micro Gas Sensor Array Modeling Method....Pages 696-701
A Novel Denoising Algorithm Based on Feedforward Multilayer Blind Separation....Pages 702-707
The Existence of Spurious Equilibrium in FastICA....Pages 708-713
Hardware Implementation of Pulsed Neural Networks Based on Delta-Sigma Modulator for ICA....Pages 714-719
Study on Object Recognition Based on Independent Component Analysis....Pages 720-725
Application of ICA Method for Detecting Functional MRI Activation Data....Pages 726-731
Single-Trial Estimation of Multi-channel VEP Signals Using Independent Component Analysis....Pages 732-737
Data Hiding in Independent Components of Video....Pages 738-743
Multisensor Data Fusion Based on Independent Component Analysis for Fault Diagnosis of Rotor....Pages 744-749
Substructural Damage Detection Using Neural Networks and ICA....Pages 750-754
Speech Segregation Using Constrained ICA....Pages 755-760
Adaptive RLS Implementation of Non-negative PCA Algorithm for Blind Source Separation....Pages 761-767
Progressive Principal Component Analysis....Pages 768-773
Extracting Target Information in Multispectral Images Using a Modified KPCA Approach....Pages 774-779
Use PCA Neural Network to Extract the PN Sequence in Lower SNR DS/SS Signals....Pages 780-785
Hierarchical PCA-NN for Retrieving the Optical Properties of Two-Layer Tissue Model....Pages 786-791
Principal Component Analysis Neural Network Based Probabilistic Tracking of Unpaved Road....Pages 792-797
Chemical Separation Process Monitoring Based on Nonlinear Principal Component Analysis....Pages 798-803
An Adjusted Gaussian Skin-Color Model Based on Principal Component Analysis....Pages 804-809
Convergence Analysis for Oja+ MCA Learning Algorithm....Pages 810-814
On the Discrete Time Dynamics of the MCA Neural Networks....Pages 815-821
The Cook Projection Index Estimation Using the Wavelet Kernel Function....Pages 822-827
Automatic Cluster Number Determination via BYY Harmony Learning....Pages 828-833
Unsupervised Learning for Hierarchical Clustering Using Statistical Information....Pages 834-839
Document Clustering Algorithm Based on Tree-Structured Growing Self-Organizing Feature Map....Pages 840-845
Improved SOM Clustering for Software Component Catalogue....Pages 846-851
Classification by Multilayer Feedforward Ensembles....Pages 852-857
Robust Face Recognition from a Single Training Image per Person with Kernel-Based SOM-Face....Pages 858-863
Unsupervised Feature Selection for Multi-class Object Detection Using Convolutional Neural Networks....Pages 864-869
Recurrent Network as a Nonlinear Line Attractor for Skin Color Association....Pages 870-875
A Bayesian Classifier by Using the Adaptive Construct Algorithm of the RBF Networks....Pages 876-881
An Improved Analytical Center Machine for Classification....Pages 882-887
Analysis of Fault Tolerance of a Combining Classifier....Pages 888-893
Training Multilayer Perceptron with Multiple Classifier Systems....Pages 894-899
Learning the Supervised NLDR Mapping for Classification....Pages 900-905
Comparison with Two Classification Algorithms of Remote Sensing Image Based on Neural Network....Pages 906-911
Some Experiments with Ensembles of Neural Networks for Classification of Hyperspectral Images....Pages 912-917
SAR Image Recognition Using Synergetic Neural Networks Based on Immune Clonal Programming....Pages 918-923
Speaker Identification Using Reduced RBF Networks Array....Pages 924-929
Underwater Acoustic Targets Classification Using Welch Spectrum Estimation and Neural Networks....Pages 930-935
Automatic Digital Modulation Recognition Using Wavelet Transform and Neural Networks....Pages 936-940
Local Face Recognition Based on the Combination of ICA and NFL....Pages 941-946
Facial Expression Recognition Using Kernel Discriminant Plane....Pages 947-952
Application of CMAC-Based Networks on Medical Image Classification....Pages 953-958
Seismic Pattern Recognition of Nuclear Explosion Based on Generalization Learning Algorithm of BP Network and Genetic Algorithm....Pages 959-964
A Remote Sensing Image Classification Method Using Color and Texture Feature....Pages 965-970
Remote Sensing Image Classification Based on Evidence Theory and Neural Networks....Pages 971-976
Neural Networks in Detection and Identification of Littoral Oil Pollution by Remote Sensing....Pages 977-982
Identifying Pronunciation-Translated Names from Chinese Texts Based on Support Vector Machines....Pages 983-987
FPGA Implementation of Feature Extraction and Neural Network Classifier for Handwritten Digit Recognition....Pages 988-995
Replicator Neural Networks for Outlier Modeling in Segmental Speech Recognition....Pages 996-1001
A Novel Approach to Stellar Recognition by Combining EKF and RBF Net....Pages 1002-1007
Pattern Recognition Based on Stability of Discrete Time Cellular Neural Networks....Pages 1008-1014
The Recognition of the Vehicle License Plate Based on Modular Networks....Pages 1015-1020
Neural Network Associator for Images and Their Chinese Characters....Pages 1021-1024
Exploring Various Features to Optimize Hot Topic Retrieval on WEB....Pages 1025-1031
Back Matter....Pages -