Cover image for Neural networks : a comprehensive foundation
Neural networks : a comprehensive foundation
Title:
Neural networks : a comprehensive foundation
Author:
Haykin, Simon S., 1931-
ISBN:
9780132733502
Personal Author:
Edition:
2nd ed.
Publication Information:
Upper Saddle River, N.J. : Prentice Hall, c1999.
Physical Description:
xxi, 842 p. : ill. ; 25 cm.
Contents:
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.
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