Independent Component Analysis

Independent Component Analysis

Author(s): Aapo Hyvärinen, Juha Karhunen, Erkki Oja

Published Online: 15 MAY 2002

Print ISBN: 9780471405405

Online ISBN: 9780471221319

DOI: 10.1002/0471221317

Series Editor(s): Simon Haykin

About this Book

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.

Table of contents

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  1. Part I: Mathematical Preliminaries

  2. Part II: Basic Independent Component Analysis

  3. Part III: Extensions and Related Methods

  4. Part IV: Applications of ICA

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