Independent Component Analysis

Independent Component Analysis

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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.Let us denote by p(y1, g2, ..., 3)aquot;) the joint probability density function (pdf) of the y), and by p, Ar (yi) the marginal pdf of y), i.e., ... the two first ones), the ICA model is identifiable, meaning that the mixing matrix and the [CS can be estimated up toanbsp;...

Title:Independent Component Analysis
Author: Aapo Hyvärinen, Juha Karhunen, Erkki Oja
Publisher:John Wiley & Sons - 2004-04-05

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