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portada Independent Component Analysis: Principles and Practice
Type
Physical Book
Publisher
Author
Year
2001
Language
English
Pages
352
Format
Hardcover
ISBN
0521792983
ISBN13
9780521792981
Edition No.
1
Categories

Independent Component Analysis: Principles and Practice

Roberts; Everson (Author) · Cambridge University Press · Hardcover

Independent Component Analysis: Principles and Practice - Roberts; Everson

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Synopsis "Independent Component Analysis: Principles and Practice "

Independent Components Analysis (ICA) is an important tool for modeling and understanding empirical data sets. Belonging to the class of general linear models, it is a method of separating out independent sources from linearly mixed data. 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 and includes an extensive introduction to ICA. It reviews the major theoretical bases from a modern perspective, surveys current developments, and describes many case studies of applications in detail. Applications include biomedical examples, signal and image denoising, and mobile communications. The book discusses ICA within the framework of general linear models, but it also compares it to other paradigms such as neural network and graphical modeling methods.

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