Independent Component Analysis by Stephen Roberts – FB2 download

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    Independent Component Analysis
    Principles and Practice

    by Stephen Roberts

    📕 Independent Component Analysis ~ CLICK HERE 📕

    • Language: english
    • Publisher: Cambridge University Press
    • Release date: January 3, 2001
    • Author: Stephen Roberts
    • ISBN: 9780521792981 (0521792983)
    • Format: hardcover, 338 pages

    About The Book

    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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