| Edition |
1st ed. |
| Description |
1 online resource (xxiv, 831 pages) : illustrations |
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text txt rdacontent |
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computer c rdamedia |
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online resource cr rdacarrier |
| Summary |
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. |
| Contents |
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. |
| Bibliography |
Includes bibliographical references and index. |
| Note |
Print version record. |
| Subject |
Blind source separation.
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Source separation (Signal processing) -- Handbooks, manuals, etc.
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Séparation de sources (Traitement du signal) -- Guides, manuels, etc.
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Séparation aveugle des sources (Traitement du signal) -- Guides, manuels, etc.
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Séparation aveugle de sources (Traitement du signal)
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COMPUTERS -- Information Theory.
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TECHNOLOGY & ENGINEERING -- Signals & Signal Processing.
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Source separation (Signal processing)
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Blind source separation
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Algorithmus
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Numerische Mathematik
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Signalanalyse
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Signaltrennung
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Unabhängige Komponentenanalyse
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UnabhaÌ#x88;ngige Komponentenanalyse.
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| Genre/Form |
Handbooks and manuals
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| Added Author |
Comon, Pierre.
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Jutten, Christian, 1954-
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| Other Form: |
Print version: Handbook of blind source separation. 1st ed. Amsterdam ; Boston : Elsevier, 2010 9780123747266 0123747260 (OCoLC)430842957 |
| ISBN |
9780123747266 |
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0123747260 |
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9780080884943 (electronic bk.) |
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0080884946 (electronic bk.) |
| Standard No. |
AU@ 000045963974 |
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CDX 13114680 |
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DEBBG BV039827140 |
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DEBBG BV042314833 |
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DEBSZ 367745372 |
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NZ1 13447628 |
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NZ1 15187799 |
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CHNEW 001009687 |
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