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Independent Component Analysis H 504 p. 01

Hyvarinen, A  著

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発行年月 2001年06月
出版社/提供元
出版国 アメリカ合衆国
言語 英語
媒体 冊子
装丁 hardcover
ページ数/巻数 504 p.
ジャンル 洋書/理工学/情報科学/情報科学基礎
ISBN 9780471405405
商品コード 0200105939
本の性格 学術書
新刊案内掲載月 2003年09月
商品URL
参照
https://kw.maruzen.co.jp/ims/itemDetail.html?itmCd=0200105939

内容

A comprehensive introduction to ICA for students and practitionersIndependent 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 modelsAuthors Hyvärinen, 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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