Independent Component Analysis ebook Hyvarinen, Aapo, Karhunen, Juha, Oja, Erkki Diesel eBooks

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Home > Computers > Artificial Intelligence > Independent Component Analysis-eBook

Independent Component Analysis

Hyvarinen, Aapo, Karhunen, Juha, Oja, Erkki

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Independent Component 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.

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Title of ebook: Independent Component Analysis
ISBN: 9780471464198
Publisher: John Wiley & Sons, Inc.
Internet download file size: 31835 kb
Released online for download: 03-22-2004
Author of eBook: Hyvarinen, Aapo
Author of eBook: Karhunen, Juha
Author of eBook: Oja, Erkki