| Description |
1 online resource (xii, 101 pages) |
| Series |
Synthesis lectures on signal processing ; #2 |
|
Synthesis lectures on signal processing (Online) ; #2.
|
| Contents |
1. Introduction. -- 1.1. Basic concepts -- 1.2. Summary -- 2. Linear source separation -- 2.1. Statement of the problem -- 2.2. INFOMAX -- 2.3. Exploiting the time-domain structure -- 2.4. Other methods : JADE and FastICA -- 2.5. Summary -- 3. Nonlinear separation -- 3.1. Post-nonlinear mixtures -- 3.2. Unconstrained nonlinear separation -- 3.3. Conclusion -- 4. Final comments -- A. Statistical concepts -- A.1. Passing a random variable through its cumulative distribution function -- A.2. Entropy -- A.3. Kullback-Leibler divergence -- A.4. Mutual information -- B. Online software and data |
| Summary |
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. 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 |
| Notes |
Title from PDF title page (viewed Mar. 23, 2006) |
| Bibliography |
Includes bibliographical references (pages 89-99) |
| Notes |
English |
| Subject |
Blind source separation.
|
|
Nonlinear theories.
|
|
COMPUTERS -- Information Theory.
|
|
TECHNOLOGY & ENGINEERING -- Signals & Signal Processing.
|
|
Blind source separation
|
|
Nonlinear theories
|
| Form |
Electronic book
|
| ISBN |
1598290312 |
|
9781598290318 |
|
9783031025266 |
|
3031025261 |
|
