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JUHA KARHUNEN and ERKKI OJA are professors at the Neural Networks Research Center of Helsinki University of Technology in Finland.
Introduction.
MATHEMATICAL PRELIMINARIES.
Random Vectors and Independence.
Gradients and Optimization Methods.
Estimation Theory.
Information Theory.
Principal Component Analysis and Whitening.
BASIC INDEPENDENT COMPONENT ANALYSIS.
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.
EXTENSIONS AND RELATED METHODS.
Noisy ICA.
ICA with Overcomplete Bases.
Nonlinear ICA.
Methods using Time Structure.
Convolutive Mixtures and Blind Deconvolution.
Other Extensions.
APPLICATIONS OF ICA.
Feature Extraction by ICA.
Brain Imaging Applications.
Telecommunications.
Other Applications.
References.
Index.
| Erscheinungsjahr: | 2001 |
|---|---|
| Fachbereich: | Nachrichtentechnik |
| Genre: | Importe, Technik |
| Rubrik: | Naturwissenschaften & Technik |
| Medium: | Buch |
| Inhalt: |
XXII
482 S. |
| ISBN-13: | 9780471405405 |
| ISBN-10: | 047140540X |
| Sprache: | Englisch |
| Einband: | Gebunden |
| Autor: |
Hyvärinen, Aapo
Karhunen, Juha Oja, Erkki |
| Hersteller: |
Wiley
John Wiley & Sons |
| Verantwortliche Person für die EU: | Wiley-VCH GmbH, Boschstr. 12, D-69469 Weinheim, product-safety@wiley.com |
| Maße: | 240 x 161 x 31 mm |
| Von/Mit: | Aapo Hyvärinen (u. a.) |
| Erscheinungsdatum: | 01.06.2001 |
| Gewicht: | 0,918 kg |
JUHA KARHUNEN and ERKKI OJA are professors at the Neural Networks Research Center of Helsinki University of Technology in Finland.
Introduction.
MATHEMATICAL PRELIMINARIES.
Random Vectors and Independence.
Gradients and Optimization Methods.
Estimation Theory.
Information Theory.
Principal Component Analysis and Whitening.
BASIC INDEPENDENT COMPONENT ANALYSIS.
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.
EXTENSIONS AND RELATED METHODS.
Noisy ICA.
ICA with Overcomplete Bases.
Nonlinear ICA.
Methods using Time Structure.
Convolutive Mixtures and Blind Deconvolution.
Other Extensions.
APPLICATIONS OF ICA.
Feature Extraction by ICA.
Brain Imaging Applications.
Telecommunications.
Other Applications.
References.
Index.
| Erscheinungsjahr: | 2001 |
|---|---|
| Fachbereich: | Nachrichtentechnik |
| Genre: | Importe, Technik |
| Rubrik: | Naturwissenschaften & Technik |
| Medium: | Buch |
| Inhalt: |
XXII
482 S. |
| ISBN-13: | 9780471405405 |
| ISBN-10: | 047140540X |
| Sprache: | Englisch |
| Einband: | Gebunden |
| Autor: |
Hyvärinen, Aapo
Karhunen, Juha Oja, Erkki |
| Hersteller: |
Wiley
John Wiley & Sons |
| Verantwortliche Person für die EU: | Wiley-VCH GmbH, Boschstr. 12, D-69469 Weinheim, product-safety@wiley.com |
| Maße: | 240 x 161 x 31 mm |
| Von/Mit: | Aapo Hyvärinen (u. a.) |
| Erscheinungsdatum: | 01.06.2001 |
| Gewicht: | 0,918 kg |
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