Table of Contents
Supervised Learning and Unsupervised Learning
Maximum Variance Sparse Mapping Bo Li Jin Liu Wenyong Dong 1
Contourlet-Based Texture Classification with Product Bernoulli Distributions Yongsheng Dong Jinwen Ma 9
Resampling Methods versus Cost Functions for Training an MLP in the Class Imbalance Context R. Alejo P. Toribio J.M. Sotoca R.M. Valdovinos E. Gasca 19
Prediction of Urban Stormwater Runoff in Chesapeake Bay Using Neural Networks Nian Zhang 27
One-Shot Learning of Poisson Distributions in Serial Analysis of Gene Expression Peter Tino 37
Simultaneous Model Selection and Feature Selection via BYY Harmony Learning Hongyan Wang Jinwen Ma 47
Kernel Methods and Support Vector Machines
The Characteristics Study on LBP Operator in Near Infrared Facial Image Qiang Chen Weiqing Tong 57
Fault Diagnosis for Smart Grid with Uncertainty Information Based on Data Qiuye Sun Zhongxu Li Jianguo Zhou Xue Liang 66
Sparse Kernel Regression for Traffic Flow Forecasting Rongqing Huang Shiliang Sun Yan Liu 76
Rate-Dependent Hysteresis Modeling and Compensation Using Least Squares Support Vector Machines Qingsong Xu Pak-Kin Wong Yangmin Li 85
Nomogram Visualization for Ranking Support Vector Machine Nguyen Thi Thanh Thuy Nguyen Thi Ngoc Vinh Ngo Anh Vien 94
New Multi-class Classification Method Based on the SVDD Model Lei Yang Wei-Min Ma Bo Tian 103
Intelligence Statistical Process Control in Cellular Manufacturing Based on SVM Shaoxiong Wu 113
Morlet-RBF SVM Model for Medical Images Classification Huiyan Jiang Xiangying Liu Lingbo Zhou Hiroshi Fujita Xiangrong Zhou 121
COD Prediction for SBR Batch Processes Based on MKPCA and LSSVM Method XiaoPing Guo LiPing Fan 130
Mixture Models and Clustering
A Fixed-Point EM Algorithm for Straight Line Detection Chonglun Fang Jinwen Ma 136
A Novel Classifier Ensemble Method Based on Class Weightening in Huge Dataset Hamid Parvin Behrouz Minaei Hosein Alizadeh Akram Beigi 144
Network-Scale Traffic Modeling and Forecasting with Graphical Lasso Ya Gao Shiliang Sun Dongyu Shi 151
Learning Curve Model for Torpedo Based on Neural Network Min-quan Zhao Qing-wei Liang Shanshan Jiang Ping Chen 159
An Efficient EM Approach to Parameter Learning of the Mixture of Gaussian Processes Yan Yang Jinwen Ma 165
Boundary Controller of the Anti-stable Fractional-Order Vibration Systems Yanzhu Zhang Xiaoyan Wang Yanmei Wang 175
Stochastic p-Hub Center Problem with Discrete Time Distributions Kai Yang Yankui Liu Xin Zhang 182
Orthogonal Feature Learning for Time Series Clustering Xiaozhe Wang Leo Lopes 192
A Text Document Clustering Method Based on Ontology Yi Ding Xian Fu 199
Visual Perception and Pattern Recognition
Visual Tracking Using Iterative Sparse Approximation Huaping Liu Fuchun Sun Meng Gao 207
Orientation Representation and Efficiency Trade-off of a Biological Inspired Computational Vision Model Yuxiang Jiang Hui Wei 215
The Application of Genetic Algorithm Based Support Vector Machine for Image Quality Evaluation Li Cui Song Yun Xie 225
A Gabor Wavelet Pyramid-Based Object Detection Algorithm Yasuomi D. Sato Jenia Jitsev Joerg Bornschein Daniela Pamplona Christian Keck Christoph von der Malsburg 232
Quality Evaluation of Digital Image Watermarking Xinhong Zhang Fan Zhang Yuli Xu 241
Ensemble of Global and Local Features for Face Age Estimation Wankou Yang Cuixian Chen Karl Ricanek Changyin Sun 251
A Filter Based Feature Selection Approach Using Lempel Ziv Complexity Sultan Uddin Ahmed Md. Fazle Elahi Khan Md. Shahjahan 260
Finger-Knuckle-Print Recognition Using LGBP Ming Xiong Wankou Yang Changyin Sun 270
Applying ICA and SVM to Mixture Control Chart Patterns Recognition in a Process Chi-Jie Lu Yuehjen E. Shao Chao-Liang Chang 278
Gender Classification Using the Profile Wankou Yang Amrutha Sethuram Eric Patternson Karl Ricanek Changyin Sun 288
Face Recognition Based on Gabor Enhanced Marginal Fisher Model and Error Correction SVM Yun Xing Qingshan Yang Chengan Guo 296
Facial Expression Recognition by Independent Log-Gabor Component Analysis Siyao Fu Xinkai Kuai Guosheng Yang 305
Learning Hierarchical Dictionary for Shape Patterns Xiaobing Liu Bo Zhang 313
Motion, Tracking and Object Recognition
Sparse Based Image Classification with Different Keypoints Descriptors Yuanyuan Zuo Bo Zhang 323
Where-What Network with CUDA: General Object Recognition and Location in Complex Backgrounds Yuekai Wang Xiaofeng Wu Xiaoying Song Wengqiang Zhang Juyang Weng 331
Fast Human Detection Based on Enhanced Variable Size HOG Features Jifeng Shen Changyin Sun Wankou Yang Zhongxi Sun 342
A Novel Local Illumination Normalization Approach for Face Recognition Zhichao Lian Meng Joo Er Juekun Li 350
Rapid Face Detection Algorithm of Color Images under Complex Background Chuan Wan Yantao Tian Hongwei Chen Xinzhu Wang 356
An Improvement Method for Daugmans Iris Localization Algorithm Zhi-yong Peng Hong-zhou Li Jian-ming Liu 364
Fire Detection with Video Using Fuzzy C-Means and Back-Propagation Neural Network Tung Xuan Truong Jong-Myon Kim 373
Multiple Kernel Active Learning for Facial Expression Analysis Siyao Fu Xinkai Kuai Guosheng Yang 381
Fast Moving Target Detection Based on Gray Correlation Analysis and Background Subtraction Zheng Dang Songyun Xie Ge Wang Fahad Raza 388
Shadow Removal Based on Gray Correlation Analysis and Sobel Edge Detection Algorithm Feng Ji Xinbo Geo Zheng Dang Songyun Xie 395
Moving Object Detecting System with Phase Discrepancy Qiang Wang Wenjun Zhu Liqing Zhang 402
Automation of Virtual Interview System Using the Gesture Recognition of Particle Filter Yang Weon Lee 412
Natural Scene Analysis and Speech Recognition
Performance Analysis of Improved Affinity Propagation Algorithm for Image Semantic Annotation Dong Yang Ping Guo 420
Learning Variance Statistics of Natural Images Libo Ma Malte J. Rasch Si Wu 429
Real-Time Joint Blind Speech Separation and Dereverberation in Presence of Overlapping Speakers Rudy Rotili Emanuele Principi Stefano Squartini Francesco Piazza 437
Audio Segmentation and Classification Using a Temporally Weighted Fuzzy C-Means Algorithm Ngoc Thi Thu Nguyen Mohammad A. Haque Cheol-Hong Kim Jong-Myon Kim 447
Extracting Specific Signal from Post-nonlinear Mixture Based on Maximum Negentropy Dongxiao Ren Mao Ye Yuanxiang Zhu 457
A Method to Detect JPEG-Based Double Compression Qingzhong Liu Andrew H. Sung Mengyu Qiao 466
Semi Supervised Learning for Prediction of Prosodic Phrase Boundaries in Chinese TTS Using Conditional Random Fields Ziping Zhao Xirong Ma Weidong Pei 477
Singer Identification Using Time-Frequency Audio Feature Pafan Doungpaisan 486
Robust Multi-stream Keyword and Non-linguistic Vocalization Detection for Computationally Intelligent Virtual Agents Martin Wöllmer Erik Marchi Stefano Squartini Björn Schuller 496
Neuromorphic Hardware, Fuzzy Neural Networks and Robotics
On Control of Hopf Bifurcation in a Class of TCP/AQM Networks Jianzhi Cao Haijun Jiang 506
State Feedback Control Based on Twin Support Vector Regression Compensating for a Class of Nonlinear Systems Chaoxu Mu Changyin Sun Xinghuo Yu 515
Genetic Dynamic Fuzzy Neural Network (GDFNN) for Nonlinear System Identification Mahardhika Pratama Meng Joo Er Xiang Li Lin San J.O. Richard L.-Y. Zhai Amin Torabi Imam Arifin 525
Adaptive Robust NN Control of Nonlinear Systems Guo-Xing Wen Yan-Jun Liu C.L. Philip Chen 535
A Generalized Online Self-constructing Fuzzy Neural Network Ning Wang Yue Tan Dan Wang Shaoman Liu 542
Adaptive Fuzzy Control of an Active Vibration Isolator Naibiao Zhou Kefu Liu Xiaoping Liu Bing Chen 552
Fuzzy-Adaptive Fault-Tolerant Control of High Speed Train Considering Traction/Braking Faults and Nonlinear Resistive Forces M.R. Wang Y.D. Song Q. Song Peng Han 563
Robust Cascaded Control of Propeller Thrust for AUVs Wei-lin Luo Zao-jian Zou 574
A Developmental Learning Based on Learning Automata Xiaogang Ruan Lizhen Dai Gang Yang Jing Chen 583
Multi-agent Systems and Adaptive Dynamic Programming
Meddler, Agents in the Bounded Confidence Model on Flocking Movement World Shusong Li Shiyong Zhang Binglin Dou 591
Statistical Optimal Control Using Neural Networks Bei Kang Chang-Hee Won 601
Adaptive Kernel-Width Selection for Kernel-Based Least-Squares Policy Iteration Algorithm Jun Wu Xin Xu Lei Zuo Zhaobin Li Jian Wang 611
Finite Horizon Optimal Tracking Control for a Class of Discrete-Time Nonlinear Systems Qinglai Wei Ding Wang Derong Liu 620
Optimal Control for a Class of Unknown Nonlinear Systems via the Iterative GDHP Algorithm Ding Wang Derong Liu 630
Author Index 641
