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Adaptive Blind Signal and Image Processing: Learning Algorithms and Applications
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Adaptive Blind Signal and Image Processing: Learning Algorithms and Applications Hardcover - 2002 - 1st Edition

by Andrzej Cichocki; Shun-Ichi Amari


From the publisher

Im Mittelpunkt dieses modernen und spezialisierten Bandes stehen adaptive Strukturen und unberwachte Lernalgorithmen, besonders im Hinblick auf effektive Computersimulationsprogramme. Anschauliche Illustrationen und viele Beispiele sowie eine interaktive CD-ROM ergnzen den Text.

First line

In this book, we describe various approaches, methods and techniques to blind and semi-blind signal processing, especially principal and independent analysis, blind source separation, blind source extraction, multichannel blind deconvolution and equalization of source signals when the measured sensor signals are contaminated by additive noise.

From the rear cover

With solid theoretical foundations and numerous potential applications, Blind Signal Processing (BSP) is one of the hottest emerging areas in Signal Processing. This volume unifies and extends the theories of adaptive blind signal and image processing and provides practical and efficient algorithms for blind source separation, Independent, Principal, Minor Component Analysis, and Multichannel Blind Deconvolution (MBD) and Equalization. Containing over 1400 references and mathematical expressions Adaptive Blind Signal and Image Processing delivers an unprecedented collection of useful techniques for adaptive blind signal/image separation, extraction, decomposition and filtering of multi-variable signals and data.

  • Offers a broad coverage of blind signal processing techniques and algorithms both from a theoretical and practical point of view
  • Presents more than 50 simple algorithms that can be easily modified to suit the reader's specific real world problems
  • Provides a guide to fundamental mathematics of multi-input, multi-output and multi-sensory systems
  • Includes illustrative worked examples, computer simulations, tables, detailed graphs and conceptual models within self contained chapters to assist self study
  • Accompanying CD-ROM features an electronic, interactive version of the book with fully coloured figures and text. C and MATLAB user-friendly software packages are also provided
    MATLAB is a registered trademark of The MathWorks, Inc.

By providing a detailed introduction to BSP, as well as presenting new results and recent developments, this informative and inspiring work will appeal to researchers, postgraduate students, engineers and scientists working in biomedical engineering, communications, electronics, computer science, optimisations, finance, geophysics and neural networks.

Details

  • Title Adaptive Blind Signal and Image Processing: Learning Algorithms and Applications
  • Author Andrzej Cichocki; Shun-Ichi Amari
  • Binding Hardcover
  • Edition number 1st
  • Edition 1
  • Pages 586
  • Volumes 1
  • Language ENG
  • Publisher Wiley, Chichester, UK:
  • Date 2002-06-14
  • Illustrated Yes
  • Features Bibliography, Glossary, Illustrated, Index
  • ISBN 9780471607915 / 0471607916
  • Weight 2.54 lbs (1.15 kg)
  • Dimensions 9.84 x 6.88 x 1.55 in (24.99 x 17.48 x 3.94 cm)
  • Library of Congress subjects Algorithms, Machine learning
  • Library of Congress Catalog Number 2001055943
  • Dewey Decimal Code 621.382

About the author

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.

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