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Independent Component Analysis

Principles and Practice

Language EnglishEnglish
Book Hardback
Book Independent Component Analysis Richard Everson
Libristo code: 02043519
Publishers Cambridge University Press, March 2001
Independent Component Analysis (ICA) has recently become an important tool for modelling and underst... Full description
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Independent Component Analysis (ICA) has recently become an important tool for modelling and understanding empirical datasets. It is a method of separating out independent sources from linearly mixed data, and belongs to the class of general linear models. ICA provides a better decomposition than other well-known models such as principal component analysis. This self-contained book contains a structured series of edited papers by leading researchers in the field, including an extensive introduction to ICA. The major theoretical bases are reviewed from a modern perspective, current developments are surveyed and many case studies of applications are described in detail. The latter include biomedical examples, signal and image denoising and mobile communications. ICA is discussed in the framework of general linear models, but also in comparison with other paradigms such as neural network and graphical modelling methods. The book is ideal for researchers and graduate students in the field.

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About the book

Full name Independent Component Analysis
Author Richard Everson, Stephen Roberts
Language English
Binding Book - Hardback
Date of issue 2001
Number of pages 352
EAN 9780521792981
ISBN 0521792983
Libristo code 02043519
Publishers Cambridge University Press
Weight 700
Dimensions 152 x 229 x 24

Categories

Mathematics & Science > Mathematics > Probability & statistics
Mathematics & Science > Mathematics > Applied mathematics
Technology, Engineering, Agriculture > Electronics & communications engineering > Communications engineering / telecommunications
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