Neural Information Processing: 18th International Conference, ICONIP 2011, Shanghai, China, November 13-17, 2011, Proceedings, Part II

✍ Scribed by Rafiq A. Mohammed, Paul Pang (auth.), Bao-Liang Lu, Liqing Zhang, James Kwok (eds.)

• Publisher: Springer-Verlag Berlin Heidelberg
• Year: 2011
• Tongue: English
• Leaves: 801
• Series: Lecture Notes in Computer Science 7063
• Edition: 1
• Category: Library

✦ Synopsis

The three volume set LNCS 7062, LNCS 7063, and LNCS 7064 constitutes the proceedings of the 18th International Conference on Neural Information Processing, ICONIP 2011, held in Shanghai, China, in November 2011.
The 262 regular session papers presented were carefully reviewed and selected from numerous submissions.
The papers of part I are organized in topical sections on perception, emotion and development, bioinformatics, biologically inspired vision and recognition, bio-medical data analysis, brain signal processing, brain-computer interfaces, brain-like systems, brain-realistic models for learning, memory and embodied cognition, Clifford algebraic neural networks, combining multiple learners, computational advances in bioinformatics, and computational-intelligent human computer interaction.
The second volume is structured in topical sections on cybersecurity and data mining workshop, data mining and knowledge doscovery, evolutionary design and optimisation, graphical models, human-originated data analysis and implementation, information retrieval, integrating multiple nature-inspired approaches, Kernel methods and support vector machines, and learning and memory.
The third volume contains all the contributions connected with multi-agent systems, natural language processing and intelligent Web information processing, neural encoding and decoding, neural network models, neuromorphic hardware and implementations, object recognition, visual perception modelling, and advances in computational intelligence methods based pattern recognition.

✦ Table of Contents

Front Matter....Pages -
Agent Personalized Call Center Traffic Prediction and Call Distribution....Pages 1-10
Mapping from Student Domain into Website Category....Pages 11-17
Entropy Based Discriminators for P2P Teletraffic Characterization....Pages 18-27
Faster Log Analysis and Integration of Security Incidents Using Knuth-Bendix Completion....Pages 28-36
Fast Protocol Recognition by Network Packet Inspection....Pages 37-44
Network Flow Classification Based on the Rhythm of Packets....Pages 45-52
Energy-Based Feature Selection and Its Ensemble Version....Pages 53-62
The Rough Set-Based Algorithm for Two Steps....Pages 63-70
An Infinite Mixture of Inverted Dirichlet Distributions....Pages 71-78
Multi-Label Weighted k -Nearest Neighbor Classifier with Adaptive Weight Estimation....Pages 79-88
Emotiono: An Ontology with Rule-Based Reasoning for Emotion Recognition....Pages 89-98
Parallel Rough Set: Dimensionality Reduction and Feature Discovery of Multi-Dimensional Data in Visualization....Pages 99-108
Feature Extraction via Balanced Average Neighborhood Margin Maximization....Pages 109-116
The Relationship between the Newborn Rats’ Hypoxic-Ischemic Brain Damage and Heart Beat Interval Information....Pages 117-124
A Robust Approach for Multivariate Binary Vectors Clustering and Feature Selection....Pages 125-132
The Self-Organizing Map Tree (SOMT) for Nonlinear Data Causality Prediction....Pages 133-142
Document Classification on Relevance: A Study on Eye Gaze Patterns for Reading....Pages 143-150
Multi-Task Low-Rank Metric Learning Based on Common Subspace....Pages 151-159
Reservoir-Based Evolving Spiking Neural Network for Spatio-temporal Pattern Recognition....Pages 160-168
An Adaptive Approach to Chinese Semantic Advertising....Pages 169-176
A Lightweight Ontology Learning Method for Chinese Government Documents....Pages 177-184
Relative Association Rules Based on Rough Set Theory....Pages 185-192
Scalable Data Clustering: A Sammon’s Projection Based Technique for Merging GSOMs....Pages 193-202
A Generalized Subspace Projection Approach for Sparse Representation Classification....Pages 203-210
Macro Features Based Text Categorization....Pages 211-219
Univariate Marginal Distribution Algorithm in Combination with Extremal Optimization (EO, GEO)....Pages 220-227
Promoting Diversity in Particle Swarm Optimization to Solve Multimodal Problems....Pages 228-237
Analysis of Feature Weighting Methods Based on Feature Ranking Methods for Classification....Pages 238-247
Simultaneous Learning of Instantaneous and Time-Delayed Genetic Interactions Using Novel Information Theoretic Scoring Technique....Pages 248-257
Resource Allocation and Scheduling of Multiple Composite Web Services in Cloud Computing Using Cooperative Coevolution Genetic Algorithm....Pages 258-267
Image Classification Based on Weighted Topics....Pages 268-275
A Variational Statistical Framework for Object Detection....Pages 276-283
Performances Evaluation of GMM-UBM and GMM-SVM for Speaker Recognition in Realistic World....Pages 284-291
SVM and Greedy GMM Applied on Target Identification....Pages 292-299
Speaker Identification Using Discriminative Learning of Large Margin GMM....Pages 300-307
Sparse Coding Image Denoising Based on Saliency Map Weight....Pages 308-315
Expanding Knowledge Source with Ontology Alignment for Augmented Cognition....Pages 316-324
Nyström Approximations for Scalable Face Recognition: A Comparative Study....Pages 325-334
A Robust Face Recognition through Statistical Learning of Local Features....Pages 335-341
Development of Visualizing Earphone and Hearing Glasses for Human Augmented Cognition....Pages 342-349
Facial Image Analysis Using Subspace Segregation Based on Class Information....Pages 350-357
An Online Human Activity Recognizer for Mobile Phones with Accelerometer....Pages 358-365
Preprocessing of Independent Vector Analysis Using Feed-Forward Network for Robust Speech Recognition....Pages 366-373
Learning to Rank Documents Using Similarity Information between Objects....Pages 374-381
Efficient Semantic Kernel-Based Text Classification Using Matching Pursuit KFDA....Pages 382-390
Introducing a Novel Data Management Approach for Distributed Large Scale Data Processing in Future Computer Clouds....Pages 391-398
PatentRank: An Ontology-based Approach to Patent Search....Pages 399-405
Fast Growing Self Organizing Map for Text Clustering....Pages 406-415
News Thread Extraction Based on Topical N-Gram Model with a Background Distribution....Pages 416-424
Alleviate the Hypervolume Degeneration Problem of NSGA-II....Pages 425-434
A Hybrid Dynamic Multi-objective Immune Optimization Algorithm Using Prediction Strategy and Improved Differential Evolution Crossover Operator....Pages 435-444
Optimizing Interval Multi-objective Problems Using IEAs with Preference Direction....Pages 445-452
Fitness Landscape-Based Parameter Tuning Method for Evolutionary Algorithms for Computing Unique Input Output Sequences....Pages 453-460
Introducing the Mallows Model on Estimation of Distribution Algorithms....Pages 461-470
Support Vector Machines with Weighted Regularization....Pages 471-480
Relational Extensions of Learning Vector Quantization....Pages 481-489
On Low-Rank Regularized Least Squares for Scalable Nonlinear Classification....Pages 490-499
Multitask Learning Using Regularized Multiple Kernel Learning....Pages 500-509
Solving Support Vector Machines beyond Dual Programming....Pages 510-518
Learning with Box Kernels....Pages 519-528
A Novel Parameter Refinement Approach to One Class Support Vector Machine....Pages 529-536
Multi-Sphere Support Vector Clustering....Pages 537-544
Testing Predictive Properties of Efficient Coding Models with Synthetic Signals Modulated in Frequency....Pages 545-553
A Novel Neural Network for Solving Singular Nonlinear Convex Optimization Problems....Pages 554-561
An Extended TopoART Network for the Stable On-line Learning of Regression Functions....Pages 562-571
Introducing Reordering Algorithms to Classic Well-Known Ensembles to Improve Their Performance....Pages 572-579
Improving Boosting Methods by Generating Specific Training and Validation Sets....Pages 580-587
Using Bagging and Cross-Validation to Improve Ensembles Based on Penalty Terms....Pages 588-595
A New Algorithm for Learning Mahalanobis Discriminant Functions by a Neural Network....Pages 596-605
Learning of Dynamic BNN toward Storing-and-Stabilizing Periodic Patterns....Pages 606-611
Self-organizing Digital Spike Interval Maps....Pages 612-617
Shape Space Estimation by SOM 2 ....Pages 618-627
Neocognitron Trained by Winner-Kill-Loser with Triple Threshold....Pages 628-637
Nonlinear Nearest Subspace Classifier....Pages 638-645
A Novel Framework Based on Trace Norm Minimization for Audio Event Detection....Pages 646-654
A Modified Multiplicative Update Algorithm for Euclidean Distance-Based Nonnegative Matrix Factorization and Its Global Convergence....Pages 655-662
A Two Stage Algorithm for K -Mode Convolutive Nonnegative Tucker Decomposition....Pages 663-670
Making Image to Class Distance Comparable....Pages 671-680
Margin Preserving Projection for Image Set Based Face Recognition....Pages 681-689
An Incremental Class Boundary Preserving Hypersphere Classifier....Pages 690-699
Co-clustering for Binary Data with Maximum Modularity....Pages 700-708
Co-clustering under Nonnegative Matrix Tri-Factorization....Pages 709-717
SPAN: A Neuron for Precise-Time Spike Pattern Association....Pages 718-725
Induction of the Common-Sense Hierarchies in Lexical Data....Pages 726-734
A Novel Synthetic Minority Oversampling Technique for Imbalanced Data Set Learning....Pages 735-744
A New Simultaneous Two-Levels Coclustering Algorithm for Behavioural Data-Mining....Pages 745-752
An Evolutionary Fuzzy Clustering with Minkowski Distances....Pages 753-760
A Dynamic Unsupervised Laterally Connected Neural Network Architecture for Integrative Pattern Discovery....Pages 761-770
Back Matter....Pages -

✦ Subjects

Computation by Abstract Devices; Artificial Intelligence (incl. Robotics); Pattern Recognition; Data Mining and Knowledge Discovery; Simulation and Modeling; Image Processing and Computer Vision