Neural Networks
A Comprehensive Foundation: International Edition
Seiten
1998
|
2nd edition
Pearson (Verlag)
978-0-13-908385-3 (ISBN)
Pearson (Verlag)
978-0-13-908385-3 (ISBN)
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Suitable for graduate-level neural network courses offered in the departments of Computer Engineering, Electrical Engineering, and Computer Science, this book offers a treatment of neural networks from an engineering perspective.
For graduate-level neural network courses offered in the departments of Computer Engineering, Electrical Engineering, and Computer Science.
Renowned for its thoroughness and readability, this well-organized and completely up-to-date text remains the most comprehensive treatment of neural networks from an engineering perspective. Thoroughly revised.
For graduate-level neural network courses offered in the departments of Computer Engineering, Electrical Engineering, and Computer Science.
Renowned for its thoroughness and readability, this well-organized and completely up-to-date text remains the most comprehensive treatment of neural networks from an engineering perspective. Thoroughly revised.
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 & Their Approximates Rooted in Statistical Mechanics.
12. Neurodynamic Programming.
13. Temporal Processing Using Feedforward Networks.
14. Neurodynamics.
15. Dynamically Driven Recurrent Networks.
Epilogue.
Bibliography.
Index.
Erscheint lt. Verlag | 21.7.1998 |
---|---|
Sprache | englisch |
Maße | 179 x 234 mm |
Gewicht | 1222 g |
Themenwelt | Informatik ► Theorie / Studium ► Künstliche Intelligenz / Robotik |
ISBN-10 | 0-13-908385-5 / 0139083855 |
ISBN-13 | 978-0-13-908385-3 / 9780139083853 |
Zustand | Neuware |
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