E-Book Overview
The two volume set LNCS 3696 and LNCS 3697 constitutes the refereed proceedings of the 15th International Conference on Artificial Neural Networks, ICANN 2005, held in Warsaw, Poland in September 2005. The over 600 papers submitted to ICANN 2005 were thoroughly reviewed and carefully selected for presentation. The first volume includes 106 contributions related to Biological Inspirations; topics addressed are modeling the brain and cognitive functions, development of cognitive powers in embodied systems spiking neural networks, associative memory models, models of biological functions, projects in the area of neuroIT, evolutionary and other biological inspirations, self-organizing maps and their applications, computer vision, face recognition and detection, sound and speech recognition, bioinformatics, biomedical applications, and information- theoretic concepts in biomedical data analysis. The second volume contains 162 contributions related to Formal Models and their Applications and deals with new neural network models, supervised learning algorithms, ensemble-based learning, unsupervised learning, recurent neural networks, reinforcement learning, bayesian approaches to learning, learning theory, artificial neural networks for system modeling, decision making, optimalization and control, knowledge extraction from neural networks, temporal data analysis, prediction and forecasting, support vector machines and kernel-based methods, soft computing methods for data representation, analysis and processing, data fusion for industrial, medical and environmental applications, non-linear predictive models for speech processing, intelligent multimedia and semantics, applications to natural language processing, various applications, computational intelligence in games, and issues in hardware implementation.
Table of Contents
Cover
Artificial Neural Networks: Biological Inspirations - ICANN 2005, 15th International Conference, Warsaw, Poland, September 11-15, 2005, Proceedings, Part I
ISBN-10 3540287523 ISBN-13 9783540287520
Preface
Table of Contents - Part I Biological Inspirations
Table of Contents - Part I I Formal Models and Their Applications
Novelty Analysis in Dynamic Scene for Autonomous Mental Development
The Computational Model to Simulate the Progress of Perceiving Patterns in Neuron Population
Short Term Memory and Pattern Matching with Simple Echo State Networks
Analytical Solution for Dynamic of Neuronal Populations
Dynamics of Cortical Columns - Sensitive Decision Making
Dynamics of Cortical Columns - Self-organization of Receptive Fields
Optimal Information Transmission Through Cortico-Cortical Synapses
Ensemble of SVMs for Improving Brain Computer Interface P300 Speller Performances
Modelling Path Integrator Recalibration Using Hippocampal Place Cells
Coding of Objects in Low-Level Visual Cortical Areas
A Gradient Rule for the Plasticity of a Neuron's Intrinsic Excitability
Building the Cerebellum in a Computer
Combining Attention and Value Maps
Neural Network with Memory and Cognitive Functions
Associative Learning in Hierarchical Self Organizing Learning Arrays
A Review of Cognitive Processing in the Brain
Neuronal Behavior with Sub-threshold Oscillations and Spiking/Bursting Activity Using a Piecewise Linear Two-Dimensional Map
On-Line Real-Time Oriented Application for Neuronal Spike Sorting with Unsupervised Learning
A Spiking Neural Sparse Distributed Memory Implementation for Learning and Predicting Temporal Sequences
ANN-Based System for Sorting Spike Waveforms Employing Refractory Periods
Emergence of Oriented Cell Assemblies Associated with Spike-Timing-Dependent Plasticity
An Information Geometrical Analysis