Artificial Neural Networks – ICANN 2009: 19th International Conference, Limassol, Cyprus, September 14-17, 2009, Proceedings, Part I

Front Matter....Pages -
Mutual Information Based Initialization of Forward-Backward Search for Feature Selection in Regression Problems....Pages 1-9
Kernel Learning for Local Learning Based Clustering....Pages 10-19
Projective Nonnegative Matrix Factorization with α -Divergence....Pages 20-29
Active Generation of Training Examples in Meta-Regression....Pages 30-39
A Maximum-Likelihood Connectionist Model for Unsupervised Learning over Graphical Domains....Pages 40-49
Local Feature Selection for the Relevance Vector Machine Using Adaptive Kernel Learning....Pages 50-59
MINLIP: Efficient Learning of Transformation Models....Pages 60-69
Efficient Uncertainty Propagation for Reinforcement Learning with Limited Data....Pages 70-79
Optimal Training Sequences for Locally Recurrent Neural Networks....Pages 80-89
Statistical Instance-Based Ensemble Pruning for Multi-class Problems....Pages 90-99
Robustness of Kernel Based Regression: A Comparison of Iterative Weighting Schemes....Pages 100-110
Mixing Different Search Biases in Evolutionary Learning Algorithms....Pages 111-120
Semi-supervised Learning for Regression with Co-training by Committee....Pages 121-130
An Analysis of Meta-learning Techniques for Ranking Clustering Algorithms Applied to Artificial Data....Pages 131-140
Probability-Based Distance Function for Distance-Based Classifiers....Pages 141-150
Constrained Learning Vector Quantization or Relaxed k-Separability....Pages 151-160
Minimization of Quadratic Binary Functional with Additive Connection Matrix....Pages 161-170
Mutual Learning with Many Linear Perceptrons: On-Line Learning Theory....Pages 171-180
Synchrony State Generation in Artificial Neural Networks with Stochastic Synapses....Pages 181-190
Coexistence of Cell Assemblies and STDP....Pages 191-197
Controlled and Automatic Processing in Animals and Machines with Application to Autonomous Vehicle Control....Pages 198-207
Multiple Sound Source Localisation in Reverberant Environments Inspired by the Auditory Midbrain....Pages 208-217
A Model of Neuronal Specialization Using Hebbian Policy-Gradient with “Slow” Noise....Pages 218-228
How Bursts Shape the STDP Curve in the Presence/Absence of GABAergic Inhibition....Pages 229-238
Optimizing Generic Neural Microcircuits through Reward Modulated STDP....Pages 239-248
Calcium Responses Model in Striatum Dependent on Timed Input Sources....Pages 249-258
Independent Component Analysis Aided Diagnosis of Cuban Spino Cerebellar Ataxia 2....Pages 259-266
Hippocampus, Amygdala and Basal Ganglia Based Navigation Control....Pages 267-276
A Framework for Simulation and Analysis of Dynamically Organized Distributed Neural Networks....Pages 277-286
Continuous Attractors of Lotka-Volterra Recurrent Neural Networks....Pages 287-295
Learning Complex Population-Coded Sequences....Pages 296-305
Structural Analysis on STDP Neural Networks Using Complex Network Theory....Pages 306-314
Time Coding of Input Strength Is Intrinsic to Synapses with Short Term Plasticity....Pages 315-324
Information Processing and Timing Mechanisms in Vision....Pages 325-334
Review of Neuron Types in the Retina: Information Models for Neuroengineering....Pages 335-344
Brain Electric Microstate and Perception of Simultaneously Audiovisual Presentation....Pages 345-355
A Model for Neuronal Signal Representation by Stimulus-Dependent Receptive Fields....Pages 356-362
Area Chip Consumption by a Novel Digital CNN Architecture for Pattern Recognition....Pages 363-372
Multifold Acceleration of Neural Network Computations Using GPU....Pages 373-380
Training Recurrent Neural Network Using Multistream Extended Kalman Filter on Multicore Processor and Cuda Enabled Graphic Processor Unit....Pages 381-390
A Non-subtraction Configuration of Self-similitude Architecture for Multiple-Resolution Edge-Filtering CMOS Image Sensor....Pages 391-400
Current-Mode Computation with Noise in a Scalable and Programmable Probabilistic Neural VLSI System....Pages 401-409
Minimising Contrastive Divergence with Dynamic Current Mirrors....Pages 410-420
Spiking Neural Network Self-configuration for Temporal Pattern Recognition Analysis....Pages 421-428
Image Recognition in Analog VLSI with On-Chip Learning....Pages 429-438
Behavior Modeling by Neural Networks....Pages 439-448
Statistical Parameter Identification of Analog Integrated Circuit Reverse Models....Pages 449-458
A New FGMOST Euclidean Distance Computational Circuit Based on Algebraic Mean of the Input Potentials....Pages 459-466
FPGA Implementation of Support Vector Machines for 3D Object Identification....Pages 467-474
Reconfigurable MAC-Based Architecture for Parallel Hardware Implementation on FPGAs of Artificial Neural Networks Using Fractional Fixed Point Representation....Pages 475-484
A Two Stage Clustering Method Combining Self-Organizing Maps and Ant K-Means....Pages 485-494
Image Theft Detection with Self-Organising Maps....Pages 495-504
Improved Kohonen Feature Map Associative Memory with Area Representation for Sequential Analog Patterns....Pages 505-514
Surface Reconstruction Method Based on a Growing Self-Organizing Map....Pages 515-524
Micro-SOM: A Linear-Time Multivariate Microaggregation Algorithm Based on Self-Organizing Maps....Pages 525-535
Identifying Clusters Using Growing Neural Gas: First Results....Pages 536-545
Hierarchical Architecture with Modular Network SOM and Modular Reinforcement Learning....Pages 546-556
Hybrid Systems for River Flood Forecasting Using MLP, SOM and Fuzzy Systems....Pages 557-566
Topographic Mapping of Astronomical Light Curves via a Physically Inspired Probabilistic Model....Pages 567-576
Generalized Self-Organizing Mixture Autoregressive Model for Modeling Financial Time Series....Pages 577-586
Self-Organizing Map Simulations Confirm Similarity of Spatial Correlation Structure in Natural Images and Cortical Representations....Pages 587-597
Height Defuzzification Method on L  ∞  Space....Pages 598-607
An Additive Reinforcement Learning....Pages 608-617
Neural Spike Suppression by Adaptive Control of an Unknown Steady State....Pages 618-627
Combined Mechanisms of Internal Model Control and Impedance Control under Force Fields....Pages 628-637
Neural Network Control of Unknown Nonlinear Systems with Efficient Transient Performance....Pages 638-647
High-Order Fuzzy Switching Neural Networks: Application to the Tracking Control of a Class of Uncertain SISO Nonlinear Systems....Pages 648-657
A Guide for the Upper Bound on the Number of Continuous-Valued Hidden Nodes of a Feed-Forward Network....Pages 658-667
Comparative Study of the CG and HBF ODEs Used in the Global Minimization of Nonconvex Functions....Pages 668-677
On the Knowledge Organization in Concept Formation: An Exploratory Cognitive Modeling Study....Pages 678-687
Dynamics of Incremental Learning by VSF-Network....Pages 688-697
Kernel CMAC with Reduced Memory Complexity....Pages 698-707
Model Complexity of Neural Networks and Integral Transforms....Pages 708-717
Function Decomposition Network....Pages 718-727
Improved Storage Capacity in Correlation Matrix Memories Storing Fixed Weight Codes....Pages 728-736
Multiagent Reinforcement Learning with Spiking and Non-Spiking Agents in the Iterated Prisoner’s Dilemma....Pages 737-746
Unsupervised Learning in Reservoir Computing: Modeling Hippocampal Place Cells for Small Mobile Robots....Pages 747-756
Switching Hidden Markov Models for Learning of Motion Patterns in Videos....Pages 757-766
Multimodal Belief Integration by HMM/SVM-Embedded Bayesian Network: Applications to Ambulating PC Operation by Body Motions and Brain Signals....Pages 767-778
A Neural Network Model of Metaphor Generation with Dynamic Interaction....Pages 779-788
Almost Random Projection Machine....Pages 789-798
Optimized Learning Vector Quantization Classifier with an Adaptive Euclidean Distance....Pages 799-806
Efficient Parametric Adjustment of Fuzzy Inference System Using Error Backpropagation Method....Pages 807-816
Neuro-fuzzy Rough Classifier Ensemble....Pages 817-823
Combining Feature Selection and Local Modelling in the KDD Cup 99 Dataset....Pages 824-833
An Automatic Parameter Adjustment Method of Pulse Coupled Neural Network for Image Segmentation....Pages 834-843
Pattern Identification by Committee of Potts Perceptrons....Pages 844-853
Is Primal Better Than Dual....Pages 854-863
A Fast BMU Search for Support Vector Machine....Pages 864-873
European Option Pricing by Using the Support Vector Regression Approach....Pages 874-883
Learning SVMs from Sloppily Labeled Data....Pages 884-893
The GMM-SVM Supervector Approach for the Recognition of the Emotional Status from Speech....Pages 894-903
A Simple Proof of the Convergence of the SMO Algorithm for Linearly Separable Problems....Pages 904-912
Spanning SVM Tree for Personalized Transductive Learning....Pages 913-922
Improving Text Classification Performance with Incremental Background Knowledge....Pages 923-931
Empirical Study of the Universum SVM Learning for High-Dimensional Data....Pages 932-941
Relevance Feedback for Content-Based Image Retrieval Using Support Vector Machines and Feature Selection....Pages 942-951
Understanding the Principles of Recursive Neural Networks: A Generative Approach to Tackle Model Complexity....Pages 952-963
An EM Based Training Algorithm for Recurrent Neural Networks....Pages 964-974
Modeling D st  with Recurrent EM Neural Networks....Pages 975-984
On the Quantification of Dynamics in Reservoir Computing....Pages 985-994
Solving the CLM Problem by Discrete-Time Linear Threshold Recurrent Neural Networks....Pages 995-1004
Scalable Neural Networks for Board Games....Pages 1005-1014
Reservoir Size, Spectral Radius and Connectivity in Static Classification Problems....Pages 1015-1024
Back Matter....Pages -