Adaptive Blind Signal and Image Processing - Learning Algorithms and Applications
Adaptive Blind Signal and Image Processing - Learning Algorithms and Applications
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发表时间：
2002-09
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通讯作者：
A. Cichocki;S. Amari
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作者：
A. Cichocki;S. Amari
来自出版商：盲信号处理（Blind Signal Processing，BSP）是信号处理领域的一个新兴研究领域，具有坚实的理论基础和广阔的应用前景。本书统一和扩展了自适应盲信号和图像处理的理论，并为盲源分离、独立、主、次成分分析和多通道盲反卷积（MBD）和均衡提供了实用和有效的算法。包含超过1400个参考文献和数学表达式自适应盲信号和图像处理提供了一个前所未有的有用的技术集合，用于自适应盲信号/图像分离，提取，分解和多变量信号和数据的滤波。从理论和实践的角度提供了盲信号处理技术和算法的广泛覆盖提出了50多个简单的算法，可以很容易地修改，以适应读者的具体真实的世界的问题提供了一个指南，以基本数学的多输入，多输出和多传感器系统包括说明性的工作例子，计算机模拟，表格，在独立的章节中有详细的图表和概念模型，以帮助自学。随附的CD-ROM具有电子版，互动版的书，有彩色的数字和文字。C和MATLAB用户友好的软件包也提供MATLAB是The MathWorks，Inc.的注册商标。通过详细介绍BSP，以及介绍新的成果和最新的发展，这一信息丰富和鼓舞人心的工作将吸引研究人员，研究生，工程师和科学家在生物医学工程，通信，电子，计算机科学，优化，金融，生物物理学和神经网络工作。
From the Publisher: 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 viewPresents more than 50 simple algorithms that can be easily modified to suit the reader's specific real world problemsProvides a guide to fundamental mathematics of multi-input, multi-output and multi-sensory systemsIncludes illustrative worked examples, computer simulations, tables, detailed graphs and conceptual models within self contained chapters to assist self studyAccompanying 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.