Robust Statistics for Signal Processing

Robust Statistics for Signal Processing

Ollila, Esa (Aalto University, Finland); Koivunen, Visa (Aalto University, Finland); Zoubir, Abdelhak M. (Technische Universitat, Darmstadt, Germany); Muma, Michael (Technische Universitat, Darmstadt, Germany)

Cambridge University Press

10/2018

250

Dura

Inglês

9781107017412

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Understand the benefits of robust statistics for signal processing using this unique and authoritative text.
1. Introduction and foundations; 2. Robust estimation: the linear regression model; 3. Robust penalized regression in the linear model; 4. Robust estimation of location and scatter (covariance) matrix; 5. Robustness in sensor array processing; 6. Tensor models and robust statistics; 7. Robust filtering; 8. Robust methods for dependent data; 9. Robust spectral estimation; 10. Robust bootstrap methods; 11. Real-life applications.
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