Independent Component Analysis

Independent Component Analysis
Автор
 
Год
 
Страниц
 
504
ISBN
 
9780471405405
Категория
 
Книги издательства Willey

Описание:

A comprehensive introduction to ICA for students and practitioners Independent Component Analysis (ICA) is one of the most exciting new topics in fields such as neural networks, advanced statistics, and signal processing. This is the first book to provide a comprehensive introduction to this new technique complete with the fundamental mathematical background needed to understand and utilize it. It offers a general overview of the basics of ICA, important solutions and algorithms, and in–depth coverage of new applications in image processing, telecommunications, audio signal processing, and more. Independent Component Analysis is divided into four sections that cover: ? General mathematical concepts utilized in the book ? The basic ICA model and its solution ? Various extensionsof the basic ICA model ? Real–world applications for ICA models Authors Hyvarinen, Karhunen, and Oja are well known for their contributions to the development of ICA...

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