Independent Component Analysis
Independent Component Analysis by Aapo Hyvärinen, published by John Wiley & Sons on June 1, 2001, is a comprehensive introduction to the technique of Independent Component Analysis (ICA). This edition spans 504 pages and is presented in English. The book serves as a foundational resource for students and practitioners, offering essential mathematical background and a general overview of ICA, along with important solutions and algorithms.
Readers will find detailed coverage of various extensions of the basic ICA model and real-world applications in fields such as image processing, telecommunications, and audio signal processing. The text is organized into four sections, addressing general mathematical concepts, the basic ICA model, its solutions, and practical applications. This volume is designed to be accessible to researchers, students, and practitioners across multiple disciplines, providing a thorough understanding of ICA and its relevance in technology and engineering.
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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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