Robust Statistics for Signal Processing

Robust Statistics for Signal Processing
Authors: Abdelhak M. Zoubir – Visa Koivunen – Esa Ollila – Michael Muma
ISBN-10: 1107017416
ISBN-13: 9781107017412
Edition 版本: 1
Released: 2018-12-20
Pages: 312 pages
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.