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Nonlinear Source Separation
~
Almeida, Luis B.
Nonlinear Source Separation
紀錄類型:
書目-電子資源 : 單行本
正題名/作者:
Nonlinear Source Separation/ by Luis B. Almeida.
作者:
Almeida, Luis B.
面頁冊數:
XII, 101 p.online resource.
Contained By:
Springer Nature eBook
標題:
Engineering. -
電子資源:
Fulltext (查閱電子書全文)
ISBN:
9783031025266
Nonlinear Source Separation
Almeida, Luis B.
Nonlinear Source Separation
[electronic resource] /by Luis B. Almeida. - 1st ed. 2006. - XII, 101 p.online resource. - Synthesis Lectures on Signal Processing,1932-1694. - Synthesis Lectures on Signal Processing,.
Introduction -- Linear Source Separation -- Nonlinear Separation -- Final Comments -- Statistical Concepts -- Online Software and Data.
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.
ISBN: 9783031025266
Standard No.: 10.1007/978-3-031-02526-6doiSubjects--Topical Terms:
162510
Engineering.
LC Class. No.: T1-995
Dewey Class. No.: 620
Nonlinear Source Separation
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