Neural Networks

A Comprehensive Foundation: United States Edition

av Simon O Haykin. Inbunden, 1998

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 (inbunden)
  • Inbunden (Hardback)
  • Språk: Engelska
  • Antal sidor: 842
  • Utg.datum: 1998-07-01
  • Upplaga: 2
  • Förlag: Pearson
  • Illustrationer: Illustrations
  • Dimensioner: 245 x 185 x 40 mm
  • Vikt: 1300 g
  • Antal komponenter: 1
  • Komponenter: International edition available ISBN 0139083855
  • ISBN: 9780132733502

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Innehållsförteckning



 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.