Nonlinear Source Separation
Author | : Luis B. Almeida |
Publisher | : Morgan & Claypool Publishers |
Total Pages | : 114 |
Release | : 2006-12-01 |
ISBN-10 | : 9781598290318 |
ISBN-13 | : 1598290312 |
Rating | : 4/5 (312 Downloads) |
Download or read book Nonlinear Source Separation written by Luis B. Almeida and published by Morgan & Claypool Publishers. This book was released on 2006-12-01 with total page 114 pages. Available in PDF, EPUB and Kindle. Book excerpt: 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.