The two volume set LNCS 6443 and LNCS 6444 constitutes the proceedings of the 17th International Conference on Neural Information Processing, ICONIP 2010, held in Sydney, Australia, in November 2010. The 146 regular session papers presented were carefully reviewed and selected from 470 submissions. The papers of part I are organized in topical sections on neurodynamics, computational neuroscience and cognitive science, data and text processing, adaptive algorithms, bio-inspired algorithms, and hierarchical methods. The second volume is structured in topical sections on brain computer interface, kernel methods, computational advance in bioinformatics, self-organizing maps and their applications, machine learning applications to image analysis, and applications.
Author(s): Haruo Hosoya (auth.), Kok Wai Wong, B. Sumudu U. Mendis, Abdesselam Bouzerdoum (eds.)
Series: Lecture Notes in Computer Science 6443 : Theoretical Computer Science and General Issues
Edition: 1
Publisher: Springer-Verlag Berlin Heidelberg
Year: 2010
Language: English
Pages: 718
Tags: Computation by Abstract Devices; Artificial Intelligence (incl. Robotics); Pattern Recognition; Data Mining and Knowledge Discovery; Simulation and Modeling; Image Processing and Computer Vision
Front Matter....Pages -
Bayesian Interpretation of Border-Ownership Signals in Early Visual Cortex....Pages 1-8
A Computational Model That Enables Global Amodal Completion Based on V4 Neurons....Pages 9-16
Quantitative Modeling of Neuronal Dynamics in C. elegans ....Pages 17-24
Human Localization by Fuzzy Spiking Neural Network Based on Informationally Structured Space....Pages 25-32
Computational Model of the Cerebral Cortex That Performs Sparse Coding Using a Bayesian Network and Self-Organizing Maps....Pages 33-40
Complex Spiking Models: A Role for Diffuse Thalamic Projections in Complex Cortical Activity....Pages 41-48
Mutual Information Analyses of Chaotic Neurodynamics Driven by Neuron Selection Methods in Synchronous Exponential Chaotic Tabu Search for Quadratic Assignment Problems....Pages 49-57
A General-Purpose Model Translation System for a Universal Neural Chip....Pages 58-65
Realizing Ideal Spatiotemporal Chaotic Searching Dynamics for Optimization Algorithms Using Neural Networks....Pages 66-73
A Multiple Sound Source Recognition System Using Pulsed Neuron Model with Short Term Synaptic Depression....Pages 74-81
A Model of Path Integration and Navigation Based on Head Direction Cells in Entorhinal Cortex....Pages 82-90
Model Studies on Time-Scaled Phase Response Curves and Synchronization Transition....Pages 91-98
Roles of Early Vision for the Dynamics of Border-Ownership Selective Neurons....Pages 99-106
Theoretical Analysis of Various Synchronizations in Pulse-Coupled Digital Spiking Neurons....Pages 107-115
Emergence of Highly Nonrandom Functional Synaptic Connectivity Through STDP....Pages 116-123
Modulation of Corticofugal Signals by Synaptic Changes in Bat’s Auditory System....Pages 124-131
Efficient Representation by Horizontal Connection in Primary Visual Cortex....Pages 132-139
Stimulation of the Retinal Network in Bionic Vision Devices: From Multi-Electrode Arrays to Pixelated Vision....Pages 140-147
Spatial Feature Extraction by Spike Timing Dependent Synaptic Modification....Pages 148-154
Learning Shapes Bifurcations of Neural Dynamics upon External Stimuli....Pages 155-162
Towards Spatio-Temporal Pattern Recognition Using Evolving Spiking Neural Networks....Pages 163-170
Real-Time Simulation of Phosphene Images Evoked by Electrical Stimulation of the Visual Cortex....Pages 171-178
An Effect of Inhibitory Connections on Synchronous Firing Assembly in the Inhibitory Connected Pulse Coupled Neural Network....Pages 179-187
Array-Enhanced Stochastic Resonance in a Network of Noisy Neuromorphic Circuits....Pages 188-195
Modelling the Interplay of Emotions, Beliefs and Intentions within Collective Decision Making Based on Insights from Social Neuroscience....Pages 196-206
Visual Selective Attention Model Considering Bottom-Up Saliency and Psychological Distance....Pages 207-214
Free-Energy Based Reinforcement Learning for Vision-Based Navigation with High-Dimensional Sensory Inputs....Pages 215-222
Dependence on Memory Pattern in Sensitive Response of Memory Fragments among Three Types of Chaotic Neural Network Models....Pages 223-230
A Stimulus-Response Neural Network Model Prepared by Top-Down Signals....Pages 231-238
A Novel Shape-Based Image Classification Method by Featuring Radius Histogram of Dilating Discs Filled into Regular and Irregular Shapes....Pages 239-246
Learning Visual Object Categories and Their Composition Based on a Probabilistic Latent Variable Model....Pages 247-254
Evidence for False Memory before Deletion in Visual Short-Term Memory....Pages 255-261
Novel Alternating Least Squares Algorithm for Nonnegative Matrix and Tensor Factorizations....Pages 262-269
Computational Modeling and Analysis of the Role of Physical Activity in Mood Regulation and Depression....Pages 270-281
Representation of Hypertext Documents Based on Terms, Links and Text Compressibility....Pages 282-289
A Heuristic-Based Feature Selection Method for Clustering Spam Emails....Pages 290-297
Enhancement of Subjective Logic for Semantic Document Analysis Using Hierarchical Document Signature....Pages 298-306
Is Comprehension Useful for Mobile Semantic Search Engines?....Pages 307-313
A Novel Text Classification Approach Based on Deep Belief Network....Pages 314-321
A Probability Click Tracking Model Analysis of Web Search Results....Pages 322-329
Intention Extraction from Text Messages....Pages 330-337
m-SNE: Multiview Stochastic Neighbor Embedding....Pages 338-346
Learning Parametric Dynamic Movement Primitives from Multiple Demonstrations....Pages 347-354
An Algorithm on Multi-View Adaboost....Pages 355-362
An Analysis of Speaker Recognition Using Bagging CAN2 and Pole Distribution of Speech Signals....Pages 363-370
Sparse and Low-Rank Estimation of Time-Varying Markov Networks with Alternating Direction Method of Multipliers....Pages 371-379
Nearest Hit-Misses Component Analysis for Supervised Metric Learning....Pages 380-387
Backward-Forward Least Angle Shrinkage for Sparse Quadratic Optimization....Pages 388-396
An Enhanced Semi-supervised Recommendation Model Based on Green’s Function....Pages 397-404
Reinforcement Learning by KFM Probabilistic Associative Memory Based on Weights Distribution and Area Neuron Increase and Decrease....Pages 405-413
Extraction of Reward-Related Feature Space Using Correlation-Based and Reward-Based Learning Methods....Pages 414-421
Stationary Subspace Analysis as a Generalized Eigenvalue Problem....Pages 422-429
A Multi-class Object Classifier Using Boosted Gaussian Mixture Model....Pages 430-437
Adaptive Ensemble Based Learning in Non-stationary Environments with Variable Concept Drift....Pages 438-445
High Dimensional Non-linear Modeling with Bayesian Mixture of CCA....Pages 446-453
The Iso-regularization Descent Algorithm for the LASSO....Pages 454-461
Logistic Label Propagation for Semi-supervised Learning....Pages 462-469
A New Framework for Small Sample Size Face Recognition Based on Weighted Multiple Decision Templates....Pages 470-477
An Information-Spectrum Approach to Analysis of Return Maximization in Reinforcement Learning....Pages 478-485
Analytical Approach to Noise Effects on Synchronization in a System of Coupled Excitable Elements....Pages 486-493
Learning ECOC and Dichotomizers Jointly from Data....Pages 494-502
Wavelet Entropy Measure Based on Matching Pursuit Decomposition and Its Analysis to Heartbeat Intervals....Pages 503-511
Application Rough Sets Theory to Ordinal Scale Data for Discovering Knowledge....Pages 512-519
Dynamic Population Variation Genetic Programming with Kalman Operator for Power System Load Modeling....Pages 520-531
A Robust Iris Segmentation with Fuzzy Supports....Pages 532-539
An Adaptive Local Search Based Genetic Algorithm for Solving Multi-objective Facility Layout Problem....Pages 540-550
Non–uniform Layered Clustering for Ensemble Classifier Generation and Optimality....Pages 551-558
Membership Enhancement with Exponential Fuzzy Clustering for Collaborative Filtering....Pages 559-566
Real-Valued Multimodal Fitness Landscape Characterization for Evolution....Pages 567-574
Reranking for Stacking Ensemble Learning....Pages 575-584
A Three-Strategy Based Differential Evolution Algorithm for Constrained Optimization....Pages 585-592
A New Expansion of Cooperative Particle Swarm Optimization....Pages 593-600
Adaptive Ensemble Learning Strategy Using an Assistant Classifier for Large-Scale Imbalanced Patent Categorization....Pages 601-608
Adaptive Decision Making in Ant Colony System by Reinforcement Learning....Pages 609-617
A Cooperative Coevolutionary Algorithm for the Composite SaaS Placement Problem in the Cloud....Pages 618-625
A Swarm Intelligence Approach to the Quadratic Multiple Knapsack Problem....Pages 626-633
Rough-Set-Based Association Rules Applied to Brand Trust Evaluation Model....Pages 634-641
A Genetic Algorithm to Find Pareto-optimal Solutions for the Dynamic Facility Layout Problem with Multiple Objectives....Pages 642-651
Topological Hierarchical Tree Using Artificial Ants....Pages 652-659
Bottom-Up Generative Modeling of Tree-Structured Data....Pages 660-668
Exploit of Online Social Networks with Community-Based Graph Semi-Supervised Learning....Pages 669-678
Hierarchical Lossless Image Coding Using Cellular Neural Network....Pages 679-686
Multivariate Decision Tree Function Approximation for Reinforcement Learning....Pages 687-694
Improving Hierarchical Document Signature Performance by Classifier Combination....Pages 695-702
The Discovery of Hierarchical Cluster Structures Assisted by a Visualization Technique....Pages 703-711
Back Matter....Pages -
