Neural networks : a comprehensive foundation
Material type: TextPublication details: New Delhi : Prentice Hall of India, c1999Edition: 2nd edDescription: xxi, 842 p. : illISBN: 0132733501; 9780132733502; 9788120323735Subject(s): Neural networks (Computer science)DDC classification: 004.6Item type | Current library | Collection | Call number | Status | Date due | Barcode | Item holds |
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Reference Books | Main Library Reference | Reference | 004.6 HAY (Browse shelf(Opens below)) | Available | 008244 |
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Includes Index
1. Introduction --
2. Learning Processes --
3. Single Layer Perceptrons --
4. Multilayer Perceptrons --
5. Radial-Basis Function Networks --
6. Support Vector Machines --
7. Committee Machines --
8. Principal Components Analysis --
9. Self-Organizing Maps --
10. Information-Theoretic Models --
11. Stochastic Machines And Their Approximates Rooted in Statistical Mechanics --
12. Neurodynamic Programming --
13. Temporal Processing Using Feedforward Networks --
14. Neurodynamics --
15. Dynamically Driven Recurrent Networks.
Introducing students to the many facets of neural networks, this text provides many case studies to illustrate their real-life, practical applications
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