Algorithms and Architectures

Nonfiction, Computers, Advanced Computing, Engineering, Neural Networks, Artificial Intelligence, General Computing
Cover of the book Algorithms and Architectures by Cornelius T. Leondes, Cornelius T. Leondes, Elsevier Science
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Author: Cornelius T. Leondes, Cornelius T. Leondes ISBN: 9780080498980
Publisher: Elsevier Science Publication: February 9, 1998
Imprint: Academic Press Language: English
Author: Cornelius T. Leondes, Cornelius T. Leondes
ISBN: 9780080498980
Publisher: Elsevier Science
Publication: February 9, 1998
Imprint: Academic Press
Language: English

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
View on Amazon View on AbeBooks View on Kobo View on B.Depository View on eBay View on Walmart

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.

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