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Books > Computing & IT > Computer hardware & operating systems > Computer architecture & logic design
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Algorithms and Architectures, Volume 1 (Hardcover)
Loot Price: R2,282
Discovery Miles 22 820
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Algorithms and Architectures, Volume 1 (Hardcover)
Series: Neural Network Systems Techniques and Applications
Expected to ship within 10 - 15 working days
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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.
Key Features
* 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
Practitioners, researchers, and students in industrial,
manufacturing, electrical, and mechanical engineering, as well as
in computer science and engineering, will find this volume a unique
and comprehensive reference to a broad array of algorithms and
architectures
General
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