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Author Cichocki, Andrzej.
Title Adaptive blind signal and image processing : learning algorithms and applications / Andrzej Cichocki, Shun-ichi Amari.
Imprint Chichester ; New York : J. Wiley, 2002.

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Author Cichocki, Andrzej.
Subject Adaptive signal processing.
Machine learning.
Algorithms.
Alt Name Amari, Shunichi.
甘利, 俊一, (1936- )
Description 1 online resource (xxxi, 554 pages) : illustrations
Bibliography Note Includes bibliographical references (pages 453-534) and index.
Contents Introduction to Blind Signal Processing: Problems and Applications -- Problem Formulations--An Overview -- Generalized Blind Signal Processing Problem -- Instantaneous Blind Source Separation and Independent Component Analysis -- Independent Component Analysis for Noisy Data -- Multichannel Blind Deconvolution and Separation -- Blind Extraction of Signals -- Generalized Multichannel Blind Deconvolution--State Space Models -- Nonlinear State Space Models--Semi-Blind Signal Processing -- Why State Space Demixing Models? -- Potential Applications of Blind and Semi-Blind Signal Processing -- Biomedical Signal Processing -- Blind Separation of Electrocardiographic Signals of Fetus and Mother -- Enhancement and Decomposition of EMG Signals -- EEG and Data MEG Processing -- Application of ICA/BSS for Noise and Interference Cancellation in Multi-sensory Biomedical Signals -- Cocktail Party Problem -- Digital Communication Systems -- Why Blind? -- Image Restoration and Understanding -- Solving a System of Algebraic Equations and Related Problems -- Formulation of the Problem for Systems of Linear Equations -- Least-Squares Problems -- Basic Features of the Least-Squares Solution -- Weighted Least-Squares and Best Linear Unbiased Estimation -- Basic Network Structure-Least-Squares Criteria -- Iterative Parallel Algorithms for Large and Sparse Systems -- Iterative Algorithms with Non-negativity Constraints -- Robust Circuit Structure by Using the Interactively Reweighted Least-Squares Criteria -- Tikhonov Regularization and SVD.
Note Print version record.
Access Use copy Restrictions unspecified star
Reproduction Electronic reproduction. [Place of publication not identified] : HathiTrust Digital Library, 2010.
System Details Master and use copy. Digital master created according to Benchmark for Faithful Digital Reproductions of Monographs and Serials, Version 1. Digital Library Federation, December 2002. http://purl.oclc.org/DLF/benchrepro0212
Note digitized 2010 HathiTrust Digital Library committed to preserve pda
Summary A reference on the important and rapidly developing field of blind and semi blind signal processing. Features of the text include: analysis of development in adaptive structures and associated unsupervised learning algorithms; discussion of effective computer simulation programmes; discussion of perspectives for future research in this area.
Note English.
ISBN 0470852186 (electronic bk.)
9780470852187 (electronic bk.)
0471607916 (alk. paper)
9780471607915 (alk. paper)
0470845899 (electronic bk.)
9780470845899 (electronic bk.)
1280554657
9781280554650
9786610554652
661055465X
ISBN/ISSN 10.1002/0470845899
OCLC # 51738385
Additional Format Print version: Cichocki, Andrzej. Adaptive blind signal and image processing. Chichester ; New York : J. Wiley, 2002 0471607916 (DLC) 2001055943 (OCoLC)48544857


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