Reset Filters
Branch: 上海图书馆享借中心

Cover is for reference only

Independent component analysis

Saved in:
Bibliographic Details
Main Authors: Hyvarinen, Aapo.
Group Author: Karhunen, Juha.; Oja, Erkki.
Published:
Literature type: Electronic eBook
Language: English
Series: Adaptive and learning systems for signal processing, communications, and control.
Subjects:
Multivariate analysis.
Principal components analysis.
Analyse multivariée.
Analyse en composantes principales.
MATHEMATICS > Multivariate Analysis. > Multivariate Analysis.
Multivariate Analyse.
Electronic books.
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.

Related Book Recommendations