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Independent Component Analysis by Aapo Hyvarinen

Independent Component Analysis

by Aapo Hyvarinen
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Book cover type: Hardcover
  • ISBN13: 9780471405405
  • Binding: Hardcover
  • Subject: N/A
  • Publisher: Wiley-Interscience
  • Publisher Imprint: Wiley-Interscience
  • Publication Date:
  • Pages: 504
  • Original Price: GBP 161.95
  • Language: English
  • Edition: N/A
  • Item Weight: 817 grams
  • BISAC Subject(s): Artificial Intelligence / General, Data Science / Neural Networks, and Probability & Statistics / Multivariate Analysis

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 extensions of 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 and here cover all the relevant theory, new algorithms, and applications in various fields. Researchers, students, and practitioners from a variety of disciplines will find this accessible volume both helpful and informative.

AAPO HYVÄRINEN, PhD, is Senior Fellow of the Academy of Finland and works at the Neural Networks Research Center of Helsinki University of Technology in Finland.
JUHA KARHUNEN and ERKKI OJA are professors at the Neural Networks Research Center of Helsinki University of Technology in Finland.

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