Coverart for item
The Resource Independent component analysis, Aapo Hyvärinen, Juha Karhunen, Erkki Oja, (electronic resource)

Independent component analysis, Aapo Hyvärinen, Juha Karhunen, Erkki Oja, (electronic resource)

Label
Independent component analysis
Title
Independent component analysis
Statement of responsibility
Aapo Hyvärinen, Juha Karhunen, Erkki Oja
Creator
Contributor
Subject
Language
eng
Member of
http://library.link/vocab/creatorName
Hyvarinen, Aapo
Dewey number
519.5/35
Illustrations
illustrations
Index
index present
Literary form
non fiction
Nature of contents
  • dictionaries
  • bibliography
http://library.link/vocab/relatedWorkOrContributorName
  • Karhunen, Juha
  • Oja, Erkki
Series statement
Adaptive and learning systems for signal processing, communications, and control
http://library.link/vocab/subjectName
  • Multivariate analysis
  • Principal components analysis
Label
Independent component analysis, Aapo Hyvärinen, Juha Karhunen, Erkki Oja, (electronic resource)
Instantiates
Publication
Antecedent source
unknown
Bibliography note
Includes bibliographical references (pages 449-475) and index
Color
multicolored
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
Control code
ocm53228828
Dimensions
unknown
Extent
1 online resource (xxi, 481 pages)
File format
unknown
Form of item
online
Isbn
9780471405405
Level of compression
unknown
Note
Wiley
Other control number
10.1002/0471221317
Other physical details
illustrations
Quality assurance targets
not applicable
Reformatting quality
unknown
Sound
unknown sound
Specific material designation
remote
System control number
(OCoLC)53228828
Label
Independent component analysis, Aapo Hyvärinen, Juha Karhunen, Erkki Oja, (electronic resource)
Publication
Antecedent source
unknown
Bibliography note
Includes bibliographical references (pages 449-475) and index
Color
multicolored
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
Control code
ocm53228828
Dimensions
unknown
Extent
1 online resource (xxi, 481 pages)
File format
unknown
Form of item
online
Isbn
9780471405405
Level of compression
unknown
Note
Wiley
Other control number
10.1002/0471221317
Other physical details
illustrations
Quality assurance targets
not applicable
Reformatting quality
unknown
Sound
unknown sound
Specific material designation
remote
System control number
(OCoLC)53228828

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