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Handbook of blind source separation : independent component analysis and applications /

Edited by the people who were forerunners in creating the field, together with contributions from 34 leading international experts, this handbook provides the definitive reference on Blind Source Separation, giving a broad and comprehensive description of all the core principles and methods, numeric...

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Detalles Bibliográficos
Clasificación:Libro Electrónico
Otros Autores: Comon, Pierre, Jutten, Christian, 1954-
Formato: Electrónico eBook
Idioma:Inglés
Publicado: Amsterdam ; Boston : Elsevier, 2010.
Edición:1st ed.
Temas:
Acceso en línea:Texto completo

MARC

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245 0 0 |a Handbook of blind source separation :  |b independent component analysis and applications /  |c edited by P. Comon and C. Jutten. 
250 |a 1st ed. 
260 |a Amsterdam ;  |a Boston :  |b Elsevier,  |c 2010. 
300 |a 1 online resource (xxiv, 831 pages) :  |b illustrations 
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520 |a Edited by the people who were forerunners in creating the field, together with contributions from 34 leading international experts, this handbook provides the definitive reference on Blind Source Separation, giving a broad and comprehensive description of all the core principles and methods, numerical algorithms and major applications in the fields of telecommunications, biomedical engineering and audio, acoustic and speech processing. Going beyond a machine learning perspective, the book reflects recent results in signal processing and numerical analysis, and includes topics such as optimization criteria, mathematical tools, the design of numerical algorithms, convolutive mixtures, and time frequency approaches. This Handbook is an ideal reference for university researchers, R & D engineers and graduates wishing to learn the core principles, methods, algorithms, and applications of Blind Source Separation. Covers the principles and major techniques and methods in one book Edited by the pioneers in the field with contributions from 34 of the world's experts Describes the main existing numerical algorithms and gives practical advice on their design Covers the latest cutting edge topics: second order methods; algebraic identification of under-determined mixtures, time-frequency methods, Bayesian approaches, blind identification under non negativity approaches, semi-blind methods for communications Shows the applications of the methods to key application areas such as telecommunications, biomedical engineering, speech, acoustic, audio and music processing, while also giving a general method for developing applications. 
505 0 |a Information -- Contrast functions -- Likelihood -- Algebraic methods after prewhitening -- Iterative algorithms -- Second order methods based on color -- Convolutive mixtures -- Algebraic identification of under-determined mixtures -- Sparse component analysis -- Quadratic time-frequency domain methods -- Bayesian approaches -- Non-negative mixtures -- Nonlinear mixtures -- Semi-blind methods for communications -- Overview of source separation applications -- Application to telecommunications -- Biomedical applications -- Audio applications. 
504 |a Includes bibliographical references and index. 
588 0 |a Print version record. 
650 0 |a Blind source separation. 
650 0 |a Source separation (Signal processing)  |v Handbooks, manuals, etc. 
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650 6 |a S�eparation aveugle des sources (Traitement du signal)  |v Guides, manuels, etc. 
650 6 |a S�eparation aveugle de sources (Traitement du signal)  |0 (CaQQLa)000266787 
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650 7 |a TECHNOLOGY & ENGINEERING  |x Signals & Signal Processing.  |2 bisacsh 
650 7 |a Source separation (Signal processing)  |2 fast  |0 (OCoLC)fst01739924 
650 7 |a Blind source separation.  |2 fast  |0 (OCoLC)fst01739925 
650 7 |a Algorithmus  |2 gnd  |0 (DE-588)4001183-5 
650 7 |a Numerische Mathematik  |2 gnd  |0 (DE-588)4042805-9 
650 7 |a Signalanalyse  |2 gnd  |0 (DE-588)4181260-8 
650 7 |a Signaltrennung  |2 gnd  |0 (DE-588)4181278-5 
650 7 |a Unabh�angige Komponentenanalyse  |2 gnd  |0 (DE-588)4812492-8 
650 0 7 |a Unabha�I#x88;ngige Komponentenanalyse.  |2 swd 
655 7 |a Handbooks and manuals.  |2 fast  |0 (OCoLC)fst01423877 
700 1 |a Comon, Pierre. 
700 1 |a Jutten, Christian,  |d 1954- 
776 0 8 |i Print version:  |t Handbook of blind source separation.  |b 1st ed.  |d Amsterdam ; Boston : Elsevier, 2010  |z 9780123747266  |z 0123747260  |w (OCoLC)430842957 
856 4 0 |u https://sciencedirect.uam.elogim.com/science/book/9780123747266  |z Texto completo