Independent Component Analysis by Stephen Roberts, Richard Ev... - 9780521792981

Cambridge University Press

Independent Component AnalysisPrinciples and Practice\nAuthor(s): Stephen Roberts, Richard Everson\nFormat: Hardback\nPublisher: Cambridge University Press, United Kingdom\nImprint: Cambridge University Press\nISBN-13: 9780521792981, 978-0521792981\nSynopsis\nIndependent 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 deno.