Artificial Neural Networks人工神经网络

出版时间：2005-10  出版社：北京燕山出版社  作者：Duch, W.; Duch, Wlodzislaw; Oja, Erkki  页数：703  

内容概要

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

书籍目录

Modeling the Brain and Cognitive Functions　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 Ceils　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 ComputerSpecial Session: The Development of Cognitive　Powers in Embodied Systems　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 BrainSpiking Neural Networks　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……Associative Memory ModelsModels of Biological FunctionsSpecial Session:Projects in the Area of NeuroITEvlutionary and Other Biological InspirationsSelf-organizing Maps and Their ApplicationsComputer VisionFace Recognition and DetectionSound and Speech RecognitionBioninformaticsBiomedical ApplicationsSpecial Session :Information-Theoretic Concepts in Biomedical Data AnalysisAcknowledgements to the ReviewersAuthor Index