Independent Component Analysis
- Hardcover: 504 pages
- Publisher: Wiley-Interscience; 1 edition (May 18, 2001)
- Language: English
- ISBN-10: 047140540X
- ISBN-13: 978-0471405405
- Product Dimensions: 9.3 x 6.1 x 1.2 inches
- Description A comprehensive introduction to ICA for students and practitioners
Independent Component Analysis (ICA) is one of the most exciting newtopics in fields such as neural networks, advanced statistics, andsignal processing. This is the first book to provide a comprehensiveintroduction to this new technique complete with the fundamentalmathematical background needed to understand and utilize it. It offersa general overview of the basics of ICA, important solutions andalgorithms, and in-depth coverage of new applications in imageprocessing, 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 theircontributions to the development of ICA and here cover all the relevanttheory, new algorithms, and applications in various fields.Researchers, students, and practitioners from a variety of disciplineswill find this accessible volume both helpful and informative.
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