Handbook Of Blind Source Separation: Independent Component Analysis And Applications

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    Handbook of Blind Source Separation: Independent Component Analysis and Applications
    By: Comon, Pierre; Jutten, Christian
    Publisher:
    Academic Press
    Print ISBN: 9780123747266, 0123747260
    eText ISBN: 9780123747266, 9780080884943, 0080884946
    Pages: 856
    Format: PDF
    Available from $ 165.00 USD
    SKU 9780123747266
    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
     

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