9780262194068

Mind Within the Net : Models of Learning, Thinking and Acting

by
  • ISBN13:

    9780262194068

  • ISBN10:

    0262194066

  • Edition: 1st
  • Format: Hardcover
  • Copyright: 1999-03-12
  • Publisher: Mit Pr
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Summary

How does the brain work? How do billions of neurons bring about ideas, sensations, emotions, and actions? Why do children learn faster than elderly people? What can go wrong in perception, thinking, learning, and acting? Scientists now use computer models to help us to understand the most private and human experiences. In The Mind Within the Net, Manfred Spitzer shows how these models can fundamentally change how we think about learning, creativity, thinking, and acting, as well as such matters as schools, retirement homes, politics, and mental disorders. Neurophysiology has told us a lot about how neurons work; neural network theory is about how neurons work together to process information. In this highly readable book, Spitzer provides a basic, nonmathematical introduction to neural networks and their clinical applications. Part I explains the fundamental theory of neural networks and how neural network models work. Part II covers the principles of network functioning and how computer simulations of neural networks have profound consequences for our understanding of how the brain works. Part III covers applications of network models (e.g., to knowledge representation, language, and mental disorders such as schizophrenia and Alzheimer's disease) that shed new light on normal and abnormal states of mind. Finally, Spitzer concludes with his thoughts on the ramifications of neural networks for the understanding of neuropsychology and human nature.

Table of Contents

Preface ix(4)
Acknowledgments xiii
1 Introduction
1(16)
I Basics 17(70)
2 Neuronal Teamwork
19(20)
3 Learning
39(26)
4 Vectors in the Head
65(22)
II Principles 87(104)
5 Maps in the Cortex
89(26)
6 Hidden Layers
115(22)
7 Neuroplasticity
137(32)
8 Feedback
169(22)
III Applications 191(124)
9 Representing Knowledge
193(18)
10 Semantic Networks
211(40)
11 The Disordered Mind
251(44)
12 Thoughts and Impressions
295(20)
Glossary 315(8)
References 323(30)
Index 353

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