Robust Statistics – The Approach Based on Influence Functions: Wiley Series in Probability and Statistics
Autor FR Hampelen Limba Engleză Paperback – 9 mai 2005
--Technometrics
" This] book should be read carefully by anyone who is interested in dealing with statistical models in a realistic fashion."
--American Scientist
Introducing concepts, theory, and applications, Robust Statistics is accessible to a broad audience, avoiding allusions to high-powered mathematics while emphasizing ideas, heuristics, and background. The text covers the approach based on the influence function (the effect of an outlier on an estimater, for example) and related notions such as the breakdown point. It also treats the change-of-variance function, fundamental concepts and results in the framework of estimation of a single parameter, and applications to estimation of covariance matrices and regression parameters.
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Specificații
ISBN-13: 9780471735779
ISBN-10: 0471735779
Pagini: 536
Dimensiuni: 156 x 234 x 29 mm
Greutate: 0.76 kg
Ediția:Revised.
Editura: Wiley
Seria Wiley Series in Probability and Statistics
Locul publicării:Hoboken, United States
ISBN-10: 0471735779
Pagini: 536
Dimensiuni: 156 x 234 x 29 mm
Greutate: 0.76 kg
Ediția:Revised.
Editura: Wiley
Seria Wiley Series in Probability and Statistics
Locul publicării:Hoboken, United States
Public țintă
A leading edge resource, suitable for use as a textbook and/or reference on robust statistics for all practitioners and academics in the area.Cuprins
1. Introduction and Motivation.
2. One-Dimensional Estimators.
3. One-Dimensional Tests.
4. Multidimensional Estimators.
5. Estimation of Covariance Matrices and Multivariate Location.
6. Linear Models: Robust Estimation.
7. Linear Models: Robust Testing.
8. Complements and Outlook.
References.
Index.