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Introduction To The Theory Of Neural Computation (Santa Fe Institute Series) - Softcover

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Comprehensive introduction to the neural network models currently under intensive study for computational applications. It also provides coverage of neural network applications in a variety of problems of both theoretical and practical interest.

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This book comprehensively discusses the neural network models from a statistical mechanics perspective. It starts with one of the most influential developments in the theory of neural networks: Hopfield's analysis of networks with symmetric connections using the spin system approach and using the notion of an energy function from physics. Introduction to the Theory of Neural Computation uses these powerful tools to analyze neural networks as associative memory stores...

From the Back Cover

This book is a comprehensive introduction to the neural network models currently under intensive study for computational applications. It is a detailed, logically-developed treatment that covers the theory and uses of collective computational networks, including associative memory, feed forward networks, and unsupervised learning. It also provides coverage of neural network applications in a variety of problems of both theoretical and practical interest.

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  • PublisherCRC Press
  • Publication date1991
  • ISBN 10 0201515601
  • ISBN 13 9780201515602
  • BindingPaperback
  • LanguageEnglish
  • Edition number1
  • Number of pages350
  • Rating
    • 4.24 out of 5 stars
      34 ratings by Goodreads

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Palmer, Richard G.,Krogh, Anders S.,Hertz, John A.
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