Robust Statistics for Signal Processing

ISBN-13: 9781107017412 / Angielski / Twarda / 2018 / 312 str.

Abdelhak M. Zoubir; Visa Koivunen; Esa Ollila

Opis

Understand the benefits of robust statistics for signal processing using this unique and authoritative text.

Spis treści

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.