Neural networks : a comprehensive foundation

Haykin, Simon

Neural networks : a comprehensive foundation - 2nd ed. - New Delhi : Prentice Hall of India, c1999. - xxi, 842 p. : ill. ;

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

0132733501 9780132733502 9788120323735


Neural networks (Computer science)

004.6 / HAY

© University of Vavuniya

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