Independent component analysis
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Main Authors: | |
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Group Author: | ; |
Published: |
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Literature type: | Electronic eBook |
Language: | English |
Series: |
Adaptive and learning systems for signal processing, communications, and control.
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Subjects: | |
Online Access: |
http://onlinelibrary.wiley.com/book/10.1002/0471221317 |
Carrier Form: | 1 online resource (xxi, 481 pages) : illustrations. |
Bibliography: | Includes bibliographical references (pages 449-475) and index. |
ISBN: |
0471464198 9780471464198 047140540X 9780471405405 0471221317 9780471221319 |
Index Number: | QA278 |
CLC: | O212.4 |
Contents: | Random vectors and independence -- Gradients and optimization methods -- Estimation theory -- Information theory -- Principal component analysis and whitening -- What is independent component analysis? -- ICA by maximization of nongaussianity -- ICA by maximum likelihood estimation -- ICA by minimization of mutual information -- ICA by tensorial methods -- ICA by nonlinear decorrelation and nonlinear pca -- Practical considerations -- Overview and comparison of basic ICA methods -- Noisy ICA -- ICA with overcomplete bases -- Nonlinear ICA -- Methods using time structure -- Convolutive mixtures and blind deconvolution -- Other extensions -- Feature extraction by ICA -- Brain imaging applications -- Telecommunications -- Other applications. |