Algorithms and Architectures Volume 1

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  • Engels
  • Hardcover
  • 9780124438613
  • 09 februari 1998
  • 460 pagina's
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Samenvatting

This volume is the first diverse and comprehensive treatment of algorithms and architectures for the realization of neural network systems. It presents techniques and diverse methods in numerous areas of this broad subject. The book covers major neural network systems structures for achieving effective systems, and illustrates them with examples.

This volume includes Radial Basis Function networks, the Expand-and-Truncate Learning algorithm for the synthesis of Three-Layer Threshold Networks, weight initialization, fast and efficient variants of Hamming and Hopfield neural networks, discrete time synchronous multilevel neural systems with reduced VLSI demands, probabilistic design techniques, time-based techniques, techniques for reducing physical realization requirements, and applications to finite constraint problems.

A unique and comprehensive reference for a broad array of algorithms and architectures, this book will be of use to practitioners, researchers, and students in industrial, manufacturing, electrical, and mechanical engineering, as well as in computer science and engineering.

  • Radial Basis Function networks
  • The Expand-and-Truncate Learning algorithm for the synthesis of Three-Layer Threshold Networks
  • Weight initialization
  • Fast and efficient variants of Hamming and Hopfield neural networks
  • Discrete time synchronous multilevel neural systems with reduced VLSI demands
  • Probabilistic design techniques
  • Time-based techniques
  • Techniques for reducing physical realization requirements
  • Applications to finite constraint problems
  • Practical realization methods for Hebbian type associative memory systems
  • Parallel self-organizing hierarchical neural network systems
  • Dynamics of networks of biological neurons for utilization in computational neuroscience

Productspecificaties

Inhoud

Taal
en
Bindwijze
Hardcover
Oorspronkelijke releasedatum
09 februari 1998
Aantal pagina's
460
Illustraties
Nee

Betrokkenen

Hoofdauteur
Cornelius Leondes
Tweede Auteur
Cornelius T. Leondes
Hoofdredacteur
Cornelius T. Leondes
Hoofduitgeverij
Academic Press Inc

Overige kenmerken

Extra groot lettertype
Nee
Product breedte
152 mm
Product lengte
229 mm
Studieboek
Ja
Verpakking breedte
152 mm
Verpakking hoogte
229 mm
Verpakking lengte
229 mm
Verpakkingsgewicht
840 g

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9780124438613
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