By Cornelius T. Leondes
This quantity is the 1st various and complete therapy of algorithms and architectures for the conclusion of neural community platforms. It offers concepts and numerous equipment in several components of this extensive topic. The ebook covers significant neural community structures buildings for attaining potent structures, and illustrates them with examples.
This quantity comprises Radial foundation functionality networks, the Expand-and-Truncate studying set of rules for the synthesis of Three-Layer Threshold Networks, weight initialization, quickly and effective editions of Hamming and Hopfield neural networks, discrete time synchronous multilevel neural structures with lowered VLSI calls for, probabilistic layout ideas, time-based recommendations, ideas for lowering actual awareness standards, and functions to finite constraint problems.
A exact and finished reference for a wide array of algorithms and architectures, this publication may be of use to practitioners, researchers, and scholars in business, production, electric, and mechanical engineering, in addition to in computing device 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 editions of Hamming and Hopfield neural networks
- Discrete time synchronous multilevel neural structures with diminished VLSI demands
- Probabilistic layout techniques
- Time-based techniques
- Techniques for decreasing actual consciousness requirements
- Applications to finite constraint problems
- Practical cognizance equipment for Hebbian style 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