Independent Component Analysis PDF ePub eBook

Books Info:

Independent Component Analysis free pdf 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.

About Stephen Roberts

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Details Book

Author : Stephen Roberts
Publisher : Cambridge University Press (Virtual Publishing)
Data Published : 05 July 2014
ISBN : 051162414X
EAN : 9780511624148
Format Book : PDF, Epub, DOCx, TXT
Number of Pages : pages
Age + : 15 years
Language : English
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