Learning and soft computing support vector machines, neural networks, and fuzzy logic models

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Bibliographic Details
Main Author Kecman, V. 1948-
Format Electronic eBook
LanguageEnglish
Published Cambridge, Mass. : MIT Press, 2001.
SeriesComplex adaptive systems.
Subjects
Online AccessFull text
ISBN9780262256513
Physical Description1 online zdroj (xxxii, 541 pages) : illustrations.

Cover

Table of Contents:
  • 1. Learning and soft computing : rationale, motivations, needs, basics
  • 2. Support vector machines
  • 3. Single-layer networks
  • 4. Multilayer perception
  • 5. Radial basis function networks
  • 6. Fuzzy logic systems
  • 7. Case studies
  • 8. Basic nonlinear optimization methods
  • 9. Mathematical tools of soft computing.