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Synopsis
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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Review
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 and solvers of optimization problems. A detailed analysis of multi-layer networks and recurrent networks follow. The book ends with chapters on unsupervised learning and a formal treatment of the relationship between statistical mechanics and neural networks. Little information is provided about applications and implementations, and the treatment of the material reflects the background of the authors as physicists. However the book is essential for a solid understanding of the computational potential of neural networks. Introduction to the Theory of Neural Computation assumes that the reader is familiar with undergraduate level mathematics, but does not have any background in physics. All of the necessary tools are introduced in the book.
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.
"About this title" may belong to another edition of this title.
- PublisherCRC Press
- Publication date1991
- ISBN 10 0201515601
- ISBN 13 9780201515602
- BindingPaperback
- LanguageEnglish
- Edition number1
- Number of pages350
- Rating
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Introduction To The Theory Of Neural Computation (Santa Fe Institute Series)
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Introduction To The Theory Of Neural Computation (Santa Fe Institute Series)
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Introduction To The Theory Of Neural Computation (Santa Fe Institute Series)
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Introduction To The Theory Of Neural Computation (Lecture Notes Volume 1)
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Addison-Wesley, Redwood City, CA, 1991
ISBN 10: 0201515601
ISBN 13: 9780201515602
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Introduction to the Theory of Neural Computation (Volume 1)
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