Author(s): Colin Molter, Naoyuki Sato, Utku Salihoglu, Yoko Yamaguchi (auth.), Irwin King, Jun Wang, Lai-Wan Chan, DeLiang Wang (eds.)
Series: Lecture Notes in Computer Science 4232
Edition: 1
Publisher: Springer-Verlag Berlin Heidelberg
Year: 2006
Language: English
Pages: 1164
Tags: Computation by Abstract Devices; Artificial Intelligence (incl. Robotics); Computer Appl. in Administrative Data Processing; Information Systems Applications (incl.Internet); Database Management; Image Processing and Computer Vision
Front Matter....Pages -
How Reward Can Induce Reverse Replay of Behavioral Sequences in the Hippocampus....Pages 1-10
Analysis of Early Hypoxia EEG Based on a Novel Chaotic Neural Network....Pages 11-18
BCM-Type Synaptic Plasticity Model Using a Linear Summation of Calcium Elevations as a Sliding Threshold....Pages 19-29
A New Method for Multiple Spike Train Analysis Based on Information Discrepancy....Pages 30-38
Self-organizing Rhythmic Patterns with Spatio-temporal Spikes in Class I and Class II Neural Networks....Pages 39-48
Self-organization Through Spike-Timing Dependent Plasticity Using Localized Synfire-Chain Patterns....Pages 49-58
Comparison of Spike-Train Responses of a Pair of Coupled Neurons Under the External Stimulus....Pages 59-64
Fatigue-Induced Reversed Hemispheric Plasticity During Motor Repetitions: A Brain Electrophysiological Study....Pages 65-71
Functional Differences Between the Spatio-temporal Learning Rule (STLR) and Hebb Type (HEBB) in Single Pyramidal Cells in the Hippocampal CA1 Area....Pages 72-81
Ratio of Average Inhibitory to Excitatory Conductance Modulates the Response of Simple Cell....Pages 82-89
Modeling of LTP-Related Phenomena Using an Artificial Firing Cell....Pages 90-96
Time Variant Causality Model Applied in Brain Connectivity Network Based on Event Related Potential....Pages 97-104
An Electromechanical Neural Network Robotic Model of the Human Body and Brain: Sensory-Motor Control by Reverse Engineering Biological Somatic Sensors....Pages 105-116
Sequence Disambiguation by Functionally Divided Hippocampal CA3 Model....Pages 117-126
A Time-Dependent Model of Information Capacity of Visual Attention....Pages 127-136
Learning with Incrementality....Pages 137-146
Lability of Reactivated Human Declarative Memory....Pages 147-154
A Neuropsychologically-Inspired Computational Approach to the Generalization of Cerebellar Learning....Pages 155-164
A Neural Model for Stereo Transparency with the Population of the Disparity Energy Models....Pages 165-174
Functional Connectivity in the Resting Brain: An Analysis Based on ICA....Pages 175-182
Semantic Addressable Encoding....Pages 183-192
Top-Down Attention Guided Object Detection....Pages 193-202
Absolute Quantification of Brain Creatine Concentration Using Long Echo Time PRESS Sequence with an External Standard and LCModel: Verification with in Vitro HPLC Method....Pages 203-210
Learning in Neural Network – Unusual Effects of “Artificial Dreams”....Pages 211-218
Spatial Attention in Early Vision Alternates Direction-of-Figure....Pages 219-227
Language Learnability by Feedback Self-Organizing Maps....Pages 228-236
Text Representation by a Computational Model of Reading....Pages 237-246
Mental Representation and Processing Involved in Comprehending Korean Regular and Irregular Verb Eojeols: An fMRI and Reaction Time Study....Pages 247-254
Binding Mechanism of Frequency-Specific ITD and IID Information in Sound Localization of Barn Owl....Pages 255-262
Effect of Feedback Signals on Tuning Shifts of Subcortical Neurons in Echolocation of Bat....Pages 263-271
A Novel Speech Processing Algorithm for Cochlear Implant Based on Selective Fundamental Frequency Control....Pages 272-279
Connectionist Approaches for Predicting Mouse Gene Function from Gene Expression....Pages 280-289
Semantic Activation and Cortical Areas Related to the Lexical Ambiguity and Idiomatic Ambiguity....Pages 290-297
Intelligent System for Automatic Recognition and Evaluation of Speech Commands....Pages 298-305
A New Mechanism on Brain Information Processing—Energy Coding....Pages 306-313
A Solution to the Curse of Dimensionality Problem in Pairwise Scoring Techniques....Pages 314-323
First Passage Time Problem for the Ornstein-Uhlenbeck Neuronal Model....Pages 324-331
Delay-Dependent Exponential Estimates of Stochastic Neural Networks with Time Delay....Pages 332-341
Imbalanced Learning in Relevance Feedback with Biased Minimax Probability Machine for Image Retrieval Tasks....Pages 342-351
Improvement of the Perfect Recall Rate of Block Splitting Type Morphological Associative Memory Using a Majority Logic Approach....Pages 352-360
Two Methods for Sparsifying Probabilistic Canonical Correlation Analysis....Pages 361-370
Turbo Decoding as an Instance of Expectation Maximization Algorithm....Pages 371-378
Dynamical Behaviors of a Large Class of Delayed Differential Systems with Discontinuous Right-Hand Side....Pages 379-386
Reinforcement Learning Algorithm with CTRNN in Continuous Action Space....Pages 387-396
Entropy Based Associative Model....Pages 397-406
Free Energy of Stochastic Context Free Grammar on Variational Bayes....Pages 407-416
Asymptotic Behavior of Stochastic Complexity of Complete Bipartite Graph-Type Boltzmann Machines....Pages 417-426
Improving VG-RAM Neural Networks Performance Using Knowledge Correlation....Pages 427-436
The Bifurcating Neuron Network 3 as Coloring Problem Solver and N-Ary Associative Memory....Pages 437-446
Coupling Adaboost and Random Subspace for Diversified Fisher Linear Discriminant....Pages 447-456
Self-organized Path Constraint Neural Network: Structure and Algorithm....Pages 457-466
Gauss Wavelet Chaotic Neural Networks....Pages 467-476
Training RBFs Networks: A Comparison Among Supervised and Not Supervised Algorithms....Pages 477-486
A Cooperation Online Reinforcement Learning Approach in Ant-Q....Pages 487-494
Soft Analyzer Modeling for Dearomatization Unit Using KPCR with Online Eigenspace Decomposition....Pages 495-504
A Soft Computing Based Approach for Modeling of Chaotic Time Series....Pages 505-512
Predicting Nonstationary Time Series with Multi-scale Gaussian Processes Model....Pages 513-520
Prediction Error of a Fault Tolerant Neural Network....Pages 521-528
Delay-Dependent and Delay-Independent Stability Conditions of Delayed Cellular Neural Networks....Pages 529-536
The Perfect Recalling Rate of Morphological Associative Memory....Pages 537-546
Analysis of Dynamics of Cultured Neuronal Networks Using I & F Model....Pages 547-553
Convergence Study of Discrete Neural Networks with Delay....Pages 554-561
Convergence of Batch BP Algorithm with Penalty for FNN Training....Pages 562-569
New Results for Global Stability of Cohen-Grossberg Neural Networks with Discrete Time Delays....Pages 570-579
Global Stability of Cohen-Grossberg Neural Networks with Distributed Delays....Pages 580-590
Exponential Stability of Neural Networks with Distributed Time Delays and Strongly Nonlinear Activation Functions....Pages 591-597
Global Stability of Bidirectional Associative Memory Neural Networks with Variable Coefficients and S-Type Distributed Delays....Pages 598-607
Stability Analysis for Higher Order Complex-Valued Hopfield Neural Network....Pages 608-615
Mixture of Neural Networks: Some Experiments with the Multilayer Feedforward Architecture....Pages 616-625
Collective Information-Theoretic Competitive Learning: Emergency of Improved Performance by Collectively Treated Neurons....Pages 626-633
A Fast Bit-Parallel Algorithm for Gapped String Kernels....Pages 634-641
A RBFN Based Cogging Force Estimator of PMLSM with q<1 Structure....Pages 642-649
Localized Bayes Estimation for Non-identifiable Models....Pages 650-659
Optimality of Kernel Density Estimation of Prior Distribution in Bayes Network....Pages 660-669
Learning Hierarchical Bayesian Networks for Large-Scale Data Analysis....Pages 670-679
Learning Bayesian-Neural Network from Mixed-Mode Data....Pages 680-687
Adaptive Boosting: Dividing the Learning Set to Increase the Diversity and Performance of the Ensemble....Pages 688-697
Ensemble of Competitive Associative Nets and a Method to Select an Effective Number of Units....Pages 698-707
Using Weighted Combination-Based Methods in Ensembles with Different Levels of Diversity....Pages 708-717
Integrated Neural Network Ensemble Algorithm Based on Clustering Technology....Pages 718-726
The Use of Stability Principle for Kernel Determination in Relevance Vector Machines....Pages 727-736
Adaptive Kernel Leaning Networks with Application to Nonlinear System Identification....Pages 737-746
Probabilistic Kernel Principal Component Analysis Through Time....Pages 747-754
Confidence Intervals for the Risks of Regression Models....Pages 755-764
A Divide-and-Conquer Approach to the Pairwise Opposite Class-Nearest Neighbor (POC-NN) Algorithm for Regression Problem....Pages 765-772
A Heuristic Weight-Setting Algorithm for Robust Weighted Least Squares Support Vector Regression....Pages 773-781
Feature Selection Using SVM Probabilistic Outputs....Pages 782-791
Unified Kernel Function and Its Training Method for SVM....Pages 792-800
A Spectrum-Based Support Vector Algorithm for Relational Data Semi-supervised Classification....Pages 801-810
Speeding Up SVM in Test Phase: Application to Radar HRRP ATR....Pages 811-818
A New Dual ν -Support Vector Machine....Pages 819-826
A Novel Sequential Minimal Optimization Algorithm for Support Vector Regression....Pages 827-836
EUS SVMs: Ensemble of Under-Sampled SVMs for Data Imbalance Problems....Pages 837-846
A Improved SVM and Its Using in Electric Power System Load Forecasting....Pages 847-855
Support Vector Machine Tree Based on Feature Selection....Pages 856-863
A Competitive Co-evolving Support Vector Clustering....Pages 864-873
Fuzzy Probability C-Regression Estimation Based on Least Squares Support Vector Machine....Pages 874-881
Filtering E-Mail Based on Fuzzy Support Vector Machines and Aggregation Operator....Pages 882-891
A Distributed Support Vector Machines Architecture for Chaotic Time Series Prediction....Pages 892-899
Nonlinear Noise Reduction of Chaotic Time Series Based on Multi-dimensional Recurrent Least Squares Support Vector Machines....Pages 900-906
Self-Organizing Map with Input Data Represented as Graph....Pages 907-914
Semi-supervised Learning of Dynamic Self-Organising Maps....Pages 915-924
Self-organizing by Information Maximization: Realizing Self-Organizing Maps by Information-Theoretic Competitive Learning....Pages 925-934
An Online Adaptation Control System Using mnSOM....Pages 935-942
Generalization of the Self-Organizing Map: From Artificial Neural Networks to Artificial Cortexes....Pages 943-949
SOM of SOMs: An Extension of SOM from ‘Map’ to ‘Homotopy’....Pages 950-957
Modular Network SOM: Theory, Algorithm and Applications....Pages 958-967
Evaluation-Based Topology Representing Network for Accurate Learning of Self-Organizing Relationship Network....Pages 968-977
Adaptively Incremental Self-organizing Isometric Embedding....Pages 978-986
An Extended Model on Self-Organizing Map....Pages 987-994
A New SOM Algorithm for Electricity Load Forecasting....Pages 995-1003
ART-Based Parallel Learning of Growing SOMs and Its Application to TSP....Pages 1004-1011
Smooth Seamless Surface Construction Based on Conformal Self-organizing Map....Pages 1012-1021
Consumer’s Purchasing Behavior Analysis Based on the Self-Organizing Feature Map Neural Network Algorithm in E-Supply Chain....Pages 1022-1029
Pattern Discovery from Time Series Using Growing Hierarchical Self-Organizing Map....Pages 1030-1037
K-Hyperplanes Clustering and Its Application to Sparse Component Analysis....Pages 1038-1047
Region of Interest Based Independent Component Analysis....Pages 1048-1057
Variational Bayesian Method for Temporally Correlated Source Separation....Pages 1058-1067
Newton-Like Methods for Nonparametric Independent Component Analysis....Pages 1068-1077
A Hybrid Blind Signal Separation Algorithm: Particle Swarm Optimization on Feed-Forward Neural Network....Pages 1078-1087
Constrained ICA Based Ballistocardiogram and Electro-Oculogram Artifacts Removal from Visual Evoked Potential EEG Signals Measured Inside MRI....Pages 1088-1097
Monotonic Convergence of a Nonnegative ICA Algorithm on Stiefel Manifold....Pages 1098-1106
Exterior Penalty Function Method Based ICA Algorithm for Hybrid Sources Using GKNN Estimation....Pages 1107-1116
Denoising by Anisotropic Diffusion of Independent Component Coefficients....Pages 1117-1124
Blind Separation of Digital Signal Sources in Noise Circumstance....Pages 1125-1132
Performance Evaluation of Directionally Constrained Filterbank ICA on Blind Source Separation of Noisy Observations....Pages 1133-1142
First Passage Time Problem for the Ornstein-Uhlenbeck Neuronal Model....Pages 1155-1164
Back Matter....Pages -