An introduction to the modeling of neural networks
By: Pierre Peretto.
Series: Collection Aléa-Saclay ;; 2
Publisher: Cambridge University Press
Published: 1992
Place of publication: Cambridge; New York
Language: eng
Number of pages: 473
Subjects: Neural circuitry.; Neural networks (Computer science)
Notes: Includes bibliographical references (p. [421]-466) and index.
Table of contents: title: Preface
pagenum: xii; title: Acknowledgments
pagenum: xvii; label: 1
title: Introduction
pagenum: 1; label: 1.1
title: Mind as an Emergent Property of Nervous Systems
pagenum: 1; label: 1.2
title: Neuronal Nets as Automata Networks: A Brief Historical Overview
pagenum: 6; label: 1.3
title: Organization of the Book
pagenum: 11; label: 2
title: The Biology of Neural Networks: A Few Features for the Sake of Non-Biologists
pagenum: 13; label: 2.1
title: Three Approaches to the Study of the Functioning of Central Nervous Systems
pagenum: 13; label: 2.2
title: The Anatomy of Central Nervous Systems
pagenum: 15; label: 2.3
title: A Brief Survey of Neurophysiology
pagenum: 29; label: 2.4
title: Learning and Memory: A Summary of Experimental Observations
pagenum: 41; label: 3
title: The Dynamics of Neural Networks: A Stochastic Approach
pagenum: 57; label: 3.1
title: Introducing the Problem
pagenum: 57; label: 3.2
title: Noiseless Neural Networks
pagenum: 64; label: 3.3
title: Taking Synaptic Noise into Account
pagenum: 78; label: 4
title: Hebbian Models of Associative Memory
pagenum: 99; label: 4.1
title: Noiseless Hebbian Models
pagenum: 99; label: 4.2
title: Stochastic Hebbian Neural Networks in the Limit of Finite Numbers of Memorized Patterns
pagenum: 112; label: 4.3
title: Storing an Infinite Number of Patterns in Stochastic Hebbian Networks: The Technique of Field Distributions
pagenum: 130; label: 4.4
title: The Replica Method Approach
pagenum: 141; label: 4.5
title: General Dynamics of Neural Networks
pagenum: 149; label: 5
title: Temporal Sequences of Patterns
pagenum: 153; label: 5.1
title: Parallel Dynamics
pagenum: 153; label: 5.2
title: Stochastic Dynamics
pagenum: 155; label: 5.3
title: An Example of Conditioned Behavior
pagenum: 168; label: 6
title: The Problem of Learning in Neural Networks
pagenum: 173; label: 6.1
title: Introducing the Problem
pagenum: 173; label: 6.2
title: Linear Separability
pagenum: 183; label: 6.3
title: Computing the Volume of Solutions
pagenum: 196; label: 7
title: Learning Dynamics in 'Visible' Neural Networks
pagenum: 209; label: 7.1
title: A Classification of Learning Dynamics
pagenum: 209; label: 7.2
title: Constraining the Synaptic Efficacies
pagenum: 212; label: 7.3
title: Projection Algorithms
pagenum: 218; label: 7.4
title: The Perceptron Learning Rules
pagenum: 230; label: 7.5
title: Correlated Patterns
pagenum: 248; label: 8
title: Solving the Problem of Credit Assignment
pagenum: 269; label: 8.1
title: The Back-Propagation Algorithm
pagenum: 269; label: 8.2
title: Handling Internal Representations
pagenum: 278; label: 8.3
title: Learning in Boolean Networks
pagenum: 292; label: 9
title: Self-Organization
pagenum: 299; label: 9.1
title: Self-Organization in Simple Networks
pagenum: 299; label: 9.2
title: Ontogenesis
pagenum: 307; label: 9.3
title: Three Questions About Learning
pagenum: 319; label: 10
title: Neurocomputation
pagenum: 325; label: 10.1
title: Domains of Applications of Neural Networks
pagenum: 325; label: 10.2
title: Optimization
pagenum: 326; label: 10.3
title: Low-Level Signal Processing
pagenum: 350; label: 10.4
title: Pattern Matching
pagenum: 357; label: 10.5
title: Some Speculations on Biological Systems
pagenum: 366; label: 10.6
title: Higher Associative Functions
pagenum: 371; label: 11
title: Neurocomputers
pagenum: 379; label: 11.1
title: General Principles of Neurocomputation
pagenum: 379; label: 11.2
title: Semi-Parallel Neurocomputers
pagenum: 391; label: 12
title: A Critical View of the Modeling of Neural Networks
pagenum: 403; label: 12.1
title: Information Structures in the Biological System
pagenum: 403; label: 12.2
title: The Neural Code
pagenum: 404; label: 12.3
title: The Synfire Chains
pagenum: 405; label: 12.4
title: Computing with Attractors Versus Computing with Flows of Information
pagenum: 406; label: 12.5
title: The Issue of Low Neuronal Activities
pagenum: 408; label: 12.6
title: Learning and Cortical Plasticity
pagenum: 413; label: 12.7
title: Taking the Modular Organization of the Cortex into Account
pagenum: 414; label: 12.8
title: Higher-Order Processing: The Problem of Artificial Intelligence
pagenum: 416; label: 12.9
title: Concluding Remarks
pagenum: 418; title: References
pagenum: 421; title: Index
pagenum: 467