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Optimization Techniques : Volume 2 - Cornelius T. Leondes

Optimization Techniques

Volume 2

Hardcover Published: 1st October 1997
ISBN: 9780124438620
Number Of Pages: 398

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Optimization Techniques is a unique reference source to a diverse array of methods for achieving optimization, and includes both systems structures and computational methods. The text devotes broad coverage toa unified view of optimal learning, orthogonal transformation techniques, sequential constructive techniques, fast back propagation algorithms, techniques for neural networks with nonstationary or dynamic outputs, applications to constraint satisfaction, optimization issues and techniques for unsupervised learning neural networks, optimum Cerebellar Model of Articulation Controller systems, a new statistical theory of optimum neural learning, and the role of the Radial Basis Function in nonlinear dynamical systems.This volume is useful for practitioners, researchers, and students in industrial, manufacturing, mechanical, electrical, and computer engineering.
Key Features
* Provides in-depth treatment of theoretical contributions to optimal learning for neural network systems
* Offers a comprehensive treatment of orthogonal transformation techniques for the optimization of neural network systems
* Includes illustrative examples and comprehensive treatment of sequential constructive techniques for optimization of neural network systems
* Presents a uniquely comprehensive treatment of the highly effective fast back propagation algorithms for the optimization of neural network systems
* Treats, in detail, optimization techniques for neural network systems with nonstationary or dynamic inputs
* Covers optimization techniques and applications of neural network systems in constraint satisfaction

Recurrent Neural Networks: Identification and Other System Theoretic Properties
Boltzmann Machines: Statistical Associations and Algorithms for Training Anderson and Titterington
Constructive Learning Techniques for Designing Neural Network Systems
Modular Neural Networks
Associative Memories
A Logical Basis for Neural Network Design
Neural Networks Applied to Data Analysis
Multi-Mode Single Neuron Arithmetics
Table of Contents provided by Publisher. All Rights Reserved.

ISBN: 9780124438620
ISBN-10: 0124438628
Series: Neural Network Systems Techniques and Applications
Audience: Professional
Format: Hardcover
Language: English
Number Of Pages: 398
Published: 1st October 1997
Country of Publication: US
Dimensions (cm): 22.91 x 15.19  x 2.39
Weight (kg): 0.74