Adaptive Blind Signal and Image Processing: Learning Algorithms and Applications Hardcover - 2002 - 1st Edition
by Andrzej Cichocki; Shun-Ichi Amari
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
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