By Cornelius T. Leondes

This quantity is the 1st assorted and finished remedy of algorithms and architectures for the conclusion of neural community structures. It provides thoughts and numerous equipment in several parts of this large topic. The booklet covers significant neural community platforms constructions for attaining powerful platforms, and illustrates them with examples.

This quantity contains Radial foundation functionality networks, the Expand-and-Truncate studying set of rules for the synthesis of Three-Layer Threshold Networks, weight initialization, quick and effective editions of Hamming and Hopfield neural networks, discrete time synchronous multilevel neural platforms with lowered VLSI calls for, probabilistic layout ideas, time-based concepts, strategies for lowering actual consciousness standards, and purposes to finite constraint problems.

A distinct and finished reference for a wide array of algorithms and architectures, this publication may be of use to practitioners, researchers, and scholars in commercial, production, electric, and mechanical engineering, in addition to in laptop technological know-how and engineering.

  • Radial foundation functionality networks
  • The Expand-and-Truncate studying set of rules for the synthesis of Three-Layer Threshold Networks
  • Weight initialization
  • Fast and effective variations of Hamming and Hopfield neural networks
  • Discrete time synchronous multilevel neural structures with decreased VLSI demands
  • Probabilistic layout techniques
  • Time-based techniques
  • Techniques for decreasing actual attention requirements
  • Applications to finite constraint problems
  • Practical awareness equipment for Hebbian variety associative reminiscence systems
  • Parallel self-organizing hierarchical neural community systems
  • Dynamics of networks of organic neurons for usage in computational neuroscience

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Algorithms and Architectures: Algorithms and Architectures v. 1, Pt. 1 (Neural Network Systems Techniques and Applications) by Cornelius T. Leondes


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