Introduction to Neural and Cognitive Modeling [NOOK Book]

Overview

This thoroughly, thoughtfully revised edition of a very successful textbook makes the principles and the details of neural network modeling accessible to cognitive scientists of all varieties as well as to others interested in these models. Research since the publication of the first edition has been systematically incorporated into a framework of proven pedagogical value.

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Introduction to Neural and Cognitive Modeling

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Overview

This thoroughly, thoughtfully revised edition of a very successful textbook makes the principles and the details of neural network modeling accessible to cognitive scientists of all varieties as well as to others interested in these models. Research since the publication of the first edition has been systematically incorporated into a framework of proven pedagogical value.

Features of the second edition include:
* A new section on spatiotemporal pattern processing
* Coverage of ARTMAP networks (the supervised version of adaptive resonance networks) and recurrent back-propagation networks
* A vastly expanded section on models of specific brain areas, such as the cerebellum, hippocampus, basal ganglia, and visual and motor cortex
* Up-to-date coverage of applications of neural networks in areas such as combinatorial optimization and knowledge representation

As in the first edition, the text includes extensive introductions to neuroscience and to differential and difference equations as appendices for students without the requisite background in these areas. As graphically revealed in the flowchart in the front of the book, the text begins with simpler processes and builds up to more complex multilevel functional systems.

For more information visit the author's personal Web site at www.uta.edu/psychology/faculty/levine/

Incl. basic science, associative learning & synap- tic plasticity, memory, attention, categorization, more.

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Product Details

  • ISBN-13: 9781135692247
  • Publisher: Taylor & Francis
  • Publication date: 2/1/2000
  • Sold by: Barnes & Noble
  • Format: eBook
  • Edition number: 2
  • Pages: 512
  • File size: 5 MB

Table of Contents

Flow Chart of the Book
Preface
Preface to the Second Edition
Ch. 1 Brain and Machine: The Same Principles? 1
Ch. 2 Historical Outline 11
Ch. 3 Associative Learning and Synaptic Plasticity 41
Ch. 4 Competition, Lateral Inhibition, and Short-Term Memory 95
Ch. 5 Conditioning, Attention, and Reinforcement 155
Ch. 6 Coding and Categorization 198
Ch. 7 Optimization, Control, Decision, and Knowledge Representation 280
Ch. 8 A Few Recent Technical Advances 365
App. 1 Basic Facts of Neurobiology 375
App. 2 Difference And Differential Equations in Neural Networks 396
References 417
Author Index 464
Subject Index 476
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