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portada Nonlinear Source Separation
Type
Physical Book
Publisher
Language
English
Pages
101
Format
Paperback
ISBN13
9783031013980
Edition No.
1

Nonlinear Source Separation

Luis B. Almeida (Author) · Springer · Paperback

Nonlinear Source Separation - Almeida, Luis B.

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Synopsis "Nonlinear Source Separation"

The purpose of this lecture book is to present the state of the art in nonlinear blind source separation, in a form appropriate for students, researchers and developers. Source separation deals with the problem of recovering sources that are observed in a mixed condition. When we have little knowledge about the sources and about the mixture process, we speak of blind source separation. Linear blind source separation is a relatively well studied subject, however nonlinear blind source separation is still in a less advanced stage, but has seen several significant developments in the last few years. This publication reviews the main nonlinear separation methods, including the separation of post-nonlinear mixtures, and the MISEP, ensemble learning and kTDSEP methods for generic mixtures. These methods are studied with a significant depth. A historical overview is also presented, mentioning most of the relevant results, on nonlinear blind source separation, that have been presented over the years.

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