基于神经科学的神经计算体系结构Emergent Neural Computational Architectures Based on Neuroscience

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作   者:Stefan

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ISBN:9783540423638

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简介


It is generally understood that the present approachs to computing do not have the performance, flexibility, and reliability of biological information processing systems. Although there is a comprehensive body of knowledge regarding how information processing occurs in the brain and central nervous system this has had little impact on mainstream computing so far.
This book presents a broad spectrum of current research into biologically inspired computational systems and thus contributes towards developing new computational approaches based on neuroscience. The 39 revised full papers by leading researchers were carefully selected and reviewed for inclusion in this anthology. Besides an introductory overview by the volume editors,the book offers topical parts on modular organization and robustness,timing and synchronization, and learning and memory storage.

目录


Towards Novel Neuroscience-Inspired Computing
Modular Organisation and Robustness
Images of the Mind:Brain Images and Neural Networks
Stimulus-Independent Data Analysis for fMRI
Emergence of Modularity within One Sheet of Neurons:A Model Comparison
Computational Investigation of Hemispheric Specialization and Interactions
Explorations of the Interaction between Split Processing and Stimulus Types
Modularity and Specialized Learning :Mapping between Agent Architectures and Brain Organization
Biased Competition Mechanisms for Visual Attention in a Multimodular Neurodynamical System
Recurrent Long-Range Interactions in Early Vision
Neural Mechanisms for Representing Surface and Contour Features
Representations of Neuronal Models Using Minimal and Bilinear Realisations
Collaborative Cell Assemblies:Building Bolcks of Cortical Computation
On the Influence of Threshold Variablility in a Mean-Field Model of the Visual Cortex
Towards Computational Neural Systems through Developmental Evolution
The Complexity of the Brain:Structural Functional and Dynamic Modules
Timing and Synchronisation
Synchronisation Binding and the Role of Correlated Firing in Fast Information Transmission
Segmenting State into Entities and Its IMplication for Learning
Temporal Structure of Neural Activity and Modelling of Information Processing in the Brain
Role of the Cerebellun in Time-Critical Goal-Oriented Behaviour:Anatomical Basis and Control Principle
Locust Olfaction (Synchronous Oscillations in Excitatory and Inhibitory Groups of Spilking Neurons)
……
Learning and Memory Storage
Author Index

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