By Cornelius T. Leondes
This quantity is the 1st various and accomplished remedy of algorithms and architectures for the conclusion of neural community structures. It provides options and various equipment in several components of this large topic. The e-book covers significant neural community structures constructions for attaining potent platforms, 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, quick and effective versions of Hamming and Hopfield neural networks, discrete time synchronous multilevel neural structures with lowered VLSI calls for, probabilistic layout options, time-based suggestions, suggestions for decreasing actual recognition necessities, and functions to finite constraint problems.
A designated and finished reference for a wide array of algorithms and architectures, this ebook can be of use to practitioners, researchers, and scholars in business, production, electric, and mechanical engineering, in addition to in machine 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 lowering actual attention requirements
- Applications to finite constraint problems
- Practical awareness tools for Hebbian variety associative reminiscence systems
- Parallel self-organizing hierarchical neural community systems
- Dynamics of networks of organic neurons for usage in computational neuroscience
Read Online or Download Algorithms and Architectures: Algorithms and Architectures v. 1, Pt. 1 (Neural Network Systems Techniques and Applications) PDF
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Additional info for Algorithms and Architectures: Algorithms and Architectures v. 1, Pt. 1 (Neural Network Systems Techniques and Applications)
Algorithms and Architectures: Algorithms and Architectures v. 1, Pt. 1 (Neural Network Systems Techniques and Applications) by Cornelius T. Leondes