Advances in Neural Networks ISNN 2011

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

• ISBN13: 9783642210891
• ISBN10: 3642210899
• 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

Supervised Learning and Unsupervised Learning
Maximum Variance Sparse Mapping	p. 1
Contourlet-Based Texture Classification with Product Bernoulli Distributions	p. 9
Resampling Methods versus Cost Functions for Training an MLP in the Class Imbalance Context	p. 19
Prediction of Urban Stormwater Runoff in Chesapeake Bay Using Neural Networks	p. 27
One-Shot Learning of Poisson Distributions in Serial Analysis of Gene Expression	p. 37
Simultaneous Model Selection and Feature Selection via BYY Harmony Learning	p. 47
Kernel Methods and Support Vector Machines
The Characteristics Study on LBP Operator in Near Infrared Facial Image	p. 57
Fault Diagnosis for Smart Grid with Uncertainty Information Based on Data	p. 66
Sparse Kernel Regression for Traffic Flow Forecasting	p. 76
Rate-Dependent Hysteresis Modeling and Compensation Using Least Squares Support Vector Machines	p. 85
Nomogram Visualization for Ranking Support Vector Machine	p. 94
New Multi-class Classification Method Based on the SVDD Model	p. 103
Intelligence Statistical Process Control in Cellular Manufacturing Based on SVM	p. 113
Morlet-RBF SVM Model for Medical Images Classification	p. 121
COD Prediction for SBR Batch Processes Based on MKPCA and LSSVM Method	p. 130
Mixture Models and Clustering
A Fixed-Point EM Algorithm for Straight Line Detection	p. 136
A Novel Classifier Ensemble Method Based on Class Weightening in Huge Dataset	p. 144
Network-Scale Traffic Modeling and Forecasting with Graphical Lasso	p. 151
Learning Curve Model for Torpedo Based on Neural Network	p. 159
An Efficient EM Approach to Parameter Learning of the Mixture of Gaussian Processes	p. 165
Boundary Controller of the Anti-stable Fractional-Order Vibration Systems	p. 175
Stochastic p-Hub Center Problem with Discrete Time Distributions	p. 182
Orthogonal Feature Learning for Time Series Clustering	p. 192
A Text Document Clustering Method Based on Ontology	p. 199
Visual Perception and Pattern Recognition
Visual Tracking Using Iterative Sparse Approximation	p. 207
Orientation Representation and Efficiency Trade-off of a Biological Inspired Computational Vision Model	p. 215
The Application of Genetic Algorithm Based Support Vector Machine for Image Quality Evaluation	p. 225
A Gabor Wavelet Pyramid-Based Object Detection Algorithm	p. 232
Quality Evaluation of Digital Image Watermarking	p. 241
Ensemble of Global and Local Features for Face Age Estimation	p. 251
A Filter Based Feature Selection Approach Using Lempel Ziv Complexity	p. 260
Finger-Knuckle-Print Recognition Using LGBP	p. 270
Applying ICA and SVM to Mixture Control Chart Patterns Recognition in a Process	p. 278
Gender Classification Using the Profile	p. 288
Face Recognition Based on Gabor Enhanced Marginal Fisher Model and Error Correction SVM	p. 296
Facial Expression Recognition by Independent Log-Gabor Component Analysis	p. 305
Learning Hierarchical Dictionary for Shape Patterns	p. 313
Motion, Tracking and Object Recognition
Sparse Based Image Classification with Different Keypoints Descriptors	p. 323
Where-What Network with CUDA: General Object Recognition and Location in Complex Backgrounds	p. 331
Fast Human Detection Based on Enhanced Variable Size HOG Features	p. 342
A Novel Local Illumination Normalization Approach for Face Recognition	p. 350
Rapid Face Detection Algorithm of Color Images under Complex Background	p. 356
An Improvement Method for Daugmans Iris Localization Algorithm	p. 364
Fire Detection with Video Using Fuzzy C-Means and Back-Propagation Neural Network	p. 373
Multiple Kernel Active Learning for Facial Expression Analysis	p. 381
Fast Moving Target Detection Based on Gray Correlation Analysis and Background Subtraction	p. 388
Shadow Removal Based on Gray Correlation Analysis and Sobel Edge Detection Algorithm	p. 395
Moving Object Detecting System with Phase Discrepancy	p. 402
Automation of Virtual Interview System Using the Gesture Recognition of Particle Filter	p. 412
Natural Scene Analysis and Speech Recognition
Performance Analysis of Improved Affinity Propagation Algorithm for Image Semantic Annotation	p. 420
Learning Variance Statistics of Natural Images	p. 429
Real-Time Joint Blind Speech Separation and Dereverberation in Presence of Overlapping Speakers	p. 437
Audio Segmentation and Classification Using a Temporally Weighted Fuzzy C-Means Algorithm	p. 447
Extracting Specific Signal from Post-nonlinear Mixture Based on Maximum Negentropy	p. 457
A Method to Detect JPEG-Based Double Compression	p. 466
Semi Supervised Learning for Prediction of Prosodic Phrase Boundaries in Chinese TTS Using Conditional Random Fields	p. 477
Singer Identification Using Time-Frequency Audio Feature	p. 486
Robust Multi-stream Keyword and Non-linguistic Vocalization Detection for Computationally Intelligent Virtual Agents	p. 496
Neuromorphic Hardware, Fuzzy Neural Networks and Robotics
On Control of Hopf Bifurcation in a Class of TCP/AQM Networks	p. 506
State Feedback Control Based on Twin Support Vector Regression Compensating for a Class of Nonlinear Systems	p. 515
Genetic Dynamic Fuzzy Neural Network (GDFNN) for Nonlinear System Identification	p. 525
Adaptive Robust NN Control of Nonlinear Systems	p. 535
A Generalized Online Self-constructing Fuzzy Neural Network	p. 542
Adaptive Fuzzy Control of an Active Vibration Isolator	p. 552
Fuzzy-Adaptive Fault-Tolerant Control of High Speed Train Considering Traction/Braking Faults and Nonlinear Resistive Forces	p. 563
Robust Cascaded Control of Propeller Thrust for AUVs	p. 574
A Developmental Learning Based on Learning Automata	p. 583
Multi-agent Systems and Adaptive Dynamic Programming
Meddler, Agents in the Bounded Confidence Model on Flocking Movement World	p. 591
Statistical Optimal Control Using Neural Networks	p. 601
Adaptive Kernel-Width Selection for Kernel-Based Least-Squares Policy Iteration Algorithm	p. 611
Finite Horizon Optimal Tracking Control for a Class of Discrete-Time Nonlinear Systems	p. 620
Optimal Control for a Class of Unknown Nonlinear Systems via the Iterative GDHP Algorithm	p. 630
Author Index	p. 641
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