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Huber, Peter J. / Ronchetti, Elvezio M.
Robust Statistics
Wiley Series in Probability and Statistics

2. Edition - March 2009
102.- Euro
2009. 380 Pages, Hardcover
- Handbook/Reference Book -
ISBN-10: 0-470-12990-5
ISBN-13: 978-0-470-12990-6 - John Wiley & Sons


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Sample Chapter

Short description
Robust Statistics, Second Edition includes four new chapters on the following topics: robust tests; small sample asymptotics; breakdown point; and Bayesian robustness. A new section on time series has also been included. The first edition of this book was the first systematic, book-length treatment of robust statistics. The book begins with a general introduction and the formal mathematical background behind qualitative and quantitative robustness. A solid foundation of robust statistics for both the theoretical and the applied statistician is provided. The book successfully reorganizes, summarizes, and extends information that has been available in part thus far. Concepts are stressed throughout rather than mathematical completeness, and selected numerical algorithms for computing robust estimates, as well as convergence proofs, are provided. Quantitative robustness information for a variety of estimates is contained within tables throughout.

From the contents
Preface.

Preface to First Edition.

1. Generalities.

2. The Weak Topology and its Metrization.

3. The Basic Types of Estimates.

4. Asymptotic Minimax Theory for Estimating Location.

5. Scale Estimates.

6. Multiparameter Problems, in Particular Joint Estimation of Location and Scale.

7. Regression.

8. Robust Covariance and Correlation Matrices.

9. Robustness of Design.

10. Exact Finite Sample Results.

11. Finite Sample Breakdown Point.

12. Infinitesimal Robustness.

13. Robust Tests.

14. Small Sample Asymptotics.

15. Bayesian Robustness.

References.

Index.


 
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