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Neural Networks for Optimization and Signal Processing Andrzej Cichocki (Warsaw University of Technology, Poland)

Neural Networks for Optimization and Signal Processing By Andrzej Cichocki (Warsaw University of Technology, Poland)

Neural Networks for Optimization and Signal Processing by Andrzej Cichocki (Warsaw University of Technology, Poland)

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Summary

A topical introduction on the ability of artificial neural networks to not only solve on-line a wide range of optimization problems but also to create new techniques and architectures. Provides in-depth coverage of mathematical modeling along with illustrative computer simulation results.

Neural Networks for Optimization and Signal Processing Summary

Neural Networks for Optimization and Signal Processing by Andrzej Cichocki (Warsaw University of Technology, Poland)

A topical introduction on the ability of artificial neural networks to not only solve on-line a wide range of optimization problems but also to create new techniques and architectures. Provides in-depth coverage of mathematical modeling along with illustrative computer simulation results.

About Andrzej Cichocki (Warsaw University of Technology, Poland)

Andrzej Cichocki received the M.Sc. (with honors), Ph.D. and Dr.Sc. (Habilitation) degrees, all in electrical engineering, from Warsaw University of Technology in Poland.

Since 1972, he has been with the Institute of Theory of Electrical Engineering, Measurement and Information Systems, Faculty of Electrical Engineering at the Warsaw University of Technology, where he obtain a title of a full Professor in 1995.

He spent several years at University Erlangen-Nuerenberg in Germany, at the Chair of Applied and Theoretical Electrical Engineering directed by Professor Rolf Unbehauen, as an Alexander-von-Humboldt Research Fellow and Guest Professor. In 1995-1997 he was a team leader of the laboratory for Artificial Brain Systems, at Frontier Research Program RIKEN (Japan), in the Brain Information Processing Group.

Table of Contents

Mathematical Preliminaries of Neurocomputing.

Architectures and Electronic Implementation of Neural Network Models.

Unconstrained Optimization and Learning Algorithms.

Neural Networks for Linear, Quadratic Programming and Linear Complementarity Problems.

A Neural Network Approach to the On-Line Solution of a System of Linear Algebraic Equations and Related Problems.

Neural Networks for Matrix Algebra Problems.

Neural Networks for Continuous, Nonlinear, Constrained Optimization Problems.

Neural Networks for Estimation, Identification and Prediction.

Neural Networks for Discrete and Combinatorial Optimization Problems.

Appendices.

Subject Index.

Additional information

NPB9780471930105
9780471930105
0471930105
Neural Networks for Optimization and Signal Processing by Andrzej Cichocki (Warsaw University of Technology, Poland)
Andrzej Cichocki (Warsaw University of Technology, Poland)
New
Hardback
John Wiley & Sons Inc
1993-04-14
544
N/A
Book picture is for illustrative purposes only, actual binding, cover or edition may vary.
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