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Neural Networks: Algorithms, Applications, and Programming Techniques, 1/e
by James A. Freeman and David M. Skapura
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This Book provides a solid and practical introductions to neural networks—computational models inspired by the brain. The authors explain the basic concepts and technology underlying such models, then show how these models can be applied to the solution of diverse problems in science and engineering. The book's aim is not to explore every corner of current and future research, but to focus on what works and to present techniques useful for solving real problems.
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Features
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- A firm understanding of the operation of the specific networks presented
- The ability to program simulations of those networks successfully
- The ability to apply neural networks to real engineering and scientific problems
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Contents
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- Introduction to ANS Technology
- Adaline and Madaline
- Backpropagation
- The BAM and the Hopfield Memory
- Simulated Annealing
- The Counterpropagation Network
- Self-Organizing Maps
- Adaptive Resonance Theory
- Spatiotemporal Pattern Classification
- The Neocognition
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Book Details
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Author(s):
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James A. Freeman
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David M. Skapura
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ISBN
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9788131708088
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Pages
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416
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Imprint
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Pearson Education
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Binding
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Paperback
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© Year
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1991
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Weight
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0.523 Kg
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