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  3. Robust Statistics for Signal Processing
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  • Publisher:
    Cambridge University Press
    Publication date:
    26 October 2018
    08 November 2018
    ISBN:
    9781139084291
    9781107017412
    DOI:
    https://doi.org/10.1017/9781139084291
    Dimensions:
    (247 x 174 mm)
    Weight & Pages:
    0.77kg, 312 Pages
    Dimensions:
    Weight & Pages:
    • Subjects:
    Communications and Signal Processing, Engineering, Statistics for Physical Sciences and Engineering, Statistics and Probability
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    Subjects:
    Communications and Signal Processing, Engineering, Statistics for Physical Sciences and Engineering, Statistics and Probability
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    Book description

    Understand the benefits of robust statistics for signal processing with this authoritative yet accessible text. The first ever book on the subject, it provides a comprehensive overview of the field, moving from fundamental theory through to important new results and recent advances. Topics covered include advanced robust methods for complex-valued data, robust covariance estimation, penalized regression models, dependent data, robust bootstrap, and tensors. Robustness issues are illustrated throughout using real-world examples and key algorithms are included in a MATLAB Robust Signal Processing Toolbox accompanying the book online, allowing the methods discussed to be easily applied and adapted to multiple practical situations. This unique resource provides a powerful tool for researchers and practitioners working in the field of signal processing.

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