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Robust Statistics for Signal Processing - Visa Koivunen,Esa Ollila,Abdelhak M. Zoubir

English
2018-11-08
€277.99 €347.49

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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 mod ... Full description

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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.

More Information

Author Visa Koivunen, Esa Ollila, Abdelhak M. Zoubir
Publisher Cambridge University Press
Release year 2018
Cover type Hardcover
EAN 9781107017412
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€277.99 €347.49