Advances in Neural Networks - ISNN 2011

by Liu, Derong; Zhang, Huaguang; Polycarpou, Marios; Alippi, Cesare; He, Haibo

• ISBN13: 9783642211041
• ISBN10: 3642211046
• Format: Paperback
• Copyright: 2011-06-30
• Publisher: Springer-Verlag New York Inc

Summary

The three-volume set LNCS 6675, 6676 and 6677 constitutes the refereed proceedings of the 8th International Symposium on Neural Networks, ISNN 2011, held in Guilin, China, in May/June 2011. The total of 215 papers presented in all three volumes were carefully reviewed and selected from 651 submissions. The contributions are structured in topical sections on computational neuroscience and cognitive science; neurodynamics and complex systems; stability and convergence analysis; neural network models; supervised learning and unsupervised learning; kernel methods and support vector machines; mixture models and clustering; visual perception and pattern recognition; motion, tracking and object recognition; natural scene analysis and speech recognition; neuromorphic hardware, fuzzy neural networks and robotics; multi-agent systems and adaptive dynamic programming; reinforcement learning and decision making; action and motor control; adaptive and hybrid intelligent systems; neuroinformatics and bioinformatics; information retrieval; data mining and knowledge discovery; and natural language processing.

Table of Contents

Computational Neuroscience and Cognitive Science
Evaluating Humans' Implicit Attitudes towards an Embodied Conversational Agent	p. 1
Robustness of Gamma-Oscillation in Networks of Excitatory and Inhibitory Neurons with conductance-Based Synapse	p. 10
Probe the Potts States in the Minicolumn Dynamics	p. 17
Dependence of Correlated Firing on Strength of Inhibitory Feedback	p. 27
A New Model to Simulate the Formation of Orientation Columns Map in Visual Cortex	p. 35
Study on the Synchrony Intensity Threshold of Two Uncoupled Neurons under Different Currents' Stimulation	p. 42
Research on Design Method of Small World Property ESN	p. 52
The ART2 Network Based on Memorizing-Forgetting Mechanism	p. 60
Application of BP Neural Networks in Prediction of the Material Dynamic Properties	p. 68
Spaces Enhance Word Segmentation and Comprehension in Tacit Reading	p. 76
Intelligent Semantic-Based System for Corpus Analysis through Hybrid Probabilistic Neural Networks	p. 83
Decision-Making in Drosophila with Two Conflicting Cues	p. 93
Neurodynamics and Complex Systems
Time-Varying Quadratic Programming by Zhang Neural Network Equipped with a Time-Varying Design Parameter ¿(t)	p. 101
Local and Global Burst Synchronization in a Noisy Small-World Neuronal Network	p. 109
H∞ Synchronization Control in Nonlinear Time-Delay Complex Dynamical Network	p. 117
Anti-synchronization and Control of New Chen's Hyperchaotic Systems	p. 125
Hopf Bifurcation Control for a Single Neuron Model with Delay-Dependent Parameters via State Feedback	p. 132
Changes in Electroencephalographic Power Spectra Associated with Reproductive Status in Frog	p. 139
Universal Analysis Method for Stability of Recurrent Neural Networks with Different	p. 148
A Class of New Generalized AOR Method for Augmented Systems	p. 158
Detecting the Topology of a Neural Network from Partially Obtained Data Using Piecewise Granger Causality	p. 166
A Survey of Signal Propagation in Feedforward Neuronal Networks	p. 176
Stability and Convergence Analysis
Stability of Stochastic Cohen-Grossberg Neural Networks with Mixed Time Delay and Markovian Parameters	p. 185
Exponential Stability of Stochastic Neural Networks with Mixed Time-Delays	p. 194
Stability of Neural Networks with Both Impulses and Time-Varying Delays on Time Scale	p. 203
Synchronization of Nonidentical Chaotic Neural Networks with Time-Varying Delays	p. 213
Blow-Up for a Class of Parabolic Equations with Nonlinear Boundary Conditions	p. 222
Cluster Synchronization for Discrete-Time Complex Networks	p. 231
Stability Analysis of Fourth-Order Chua's Circuit	p. 241
A Phase Reduction Method for Weakly Coupled Stochastic Oscillator Systems	p. 251
Anti-periodic Solutions for High-Order Neural Networks with Mixed Time Delays	p. 260
Comparisons of Single- and Multiple-Hidden-Layer Neural Networks	p. 270
Stability of Cohen-Grossberg Neural Networks with Unbounded Time-Varying Delays	p. 280
Thermal Effects on Phase Response Curves and Synchronization Transition	p. 287
Robust H∞ Filter Design of Delayed Neural Networks	p. 297
On Metastability of Cellular Neurel Networks with Random Perturbations	p. 305
Fractional-Order Boundary Controller of the Anti-stable Vibration Systems	p. 315
Existence and Global Stability of Periodic Solutions of Generalized-Brain-State-in-a-Box (GBSB) Neural Models	p. 321
Neural Network-Based Dynamic Surface Control of Nonlinear Systems with Unknown Virtual Control Coefficient	p. 329
Stochastic Stability Analysis of Delayed Hopfield Neural Networks with Impulse Effects	p. 339
New LMI-Based Criteria for Global Robust Stability of Cohen-Grossberg Neural Networks with Time-Varying Delays	p. 348
Asymptotical Stability of an SEIS Epidemic Model with Latent Age Dependence and Generally Nonlinear Contact Rate	p. 358
Stochastic Exponential Stability of Cohen-Grossberg Neural Networks with Markovian Jumping Parameters and Mixed Delays	p. 368
Neural Network Models
Periodic Solutions for High-Order Cohen-Grossberg-Type BAM Neural Networks with Time-Delays	p. 375
Simulation and Verification of Zhang Neural Networks and Gradient Neural Networks for Time-Varying Stein Equation Solving	p. 385
Comparison on Continuous-Time Zhang Dynamics and Newton-Raphson Iteration for Online Solution of Nonlinear Equations	p. 393
ELM-Based Time-Variant Neural Networks with Incremental Number of Output Basis Functions	p. 403
Invariant Set and Attractor of Discrete-Time Impulsive Recurrent Neural Networks	p. 411
Optimal Control for Boiler Combustion System Based on Iterative Heuristic Dynamic Programming	p. 420
Power System Load Forecasting Based on EEMD and ANN	p. 429
Analog Circuit Fault Diagnosis with Echo State Networks Based on Corresponding Clusters	p. 437
Anti Boundary Effect Wavelet Decomposition Echo State Networks	p. 445
Research on Water Level Optimal Control of Boiler Drum Based on Dual Heuristic Dynamic Programming	p. 455
Fuzzy Clustering-Based Polynomial Radial Basis Function Neural Networks (p-RBF NNs) Classifier Designed with Particle Swarm Optimization	p. 464
Application of RBF Neural Network and Nonlinear Particle Filter in the Synthetic Ammonia Decarbornization	p. 474
Elman-Style Process Neural Network with Application to Aircraft Engine Health Condition Monitoring	p. 484
A Novel Spatial Architecture Artificial Neural Network Based on Multilayer Feedforward Network with Mutual Inhibition among Hidden Units	p. 495
sEMG Signal Classification for the Motion Pattern of Intelligent Bionic Artificial Limb	p. 505
Dynamic Construction of Multilayer Neural Networks for Classification	p. 514
Existence of Periodic Solutions for Cohen-Grossberg Neural Networks with Time-Varying Delays and Impulses	p. 521
Telecommunications Data Forecasting Based on a Dynamic Neuro-Fuzzy Network	p. 529
Evolutionary Learning of Regularization Networks with Multi-kernel Units	p. 538
Solving the Assignment Problem with the Improved Dual Neural Network	p. 547
Evaluating Model on Effectiveness of Network Defense Missile Based on LMBP Neural Network	p. 557
A New Neural Network for Solving Nonlinear Programming Problems	p. 565
The AIC Based on the Neural Network Filter	p. 572
Ranked Neuro Fuzzy Inference System (RNFIS) for Information Retrieval	p. 578
The Study on Models Adjustment and Generation Capability of Artificial Neural Network	p. 587
Supervised Learning
View Construction for Multi-view Semi-supervised Learning	p. 595
Fast Learning Fully Complex-Valued Classifiers for Real-Valued Classification Problems	p. 602
Urban Stormwater Runoff Prediction Using Recurrent Neural Networks	p. 610
Maximal-Margin Approach for Cost-Sensitive Learning Based on Scaled Convex Hull	p. 620
Author Index	p. 629
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