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Robust Regression and Outlier Detection (Wiley Series in Probability and Statistics) Book
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Product Description
Provides an applications-oriented introduction to robust regression and outlier detection, emphasising °high-breakdown° methods which can cope with a sizeable fraction of contamination. Its self-contained treatment allows readers to skip the mathematical material which is concentrated in a few sections. Exposition focuses on the least median of squares technique, which is intuitive and easy to use, and many real-data examples are given. Chapter coverage includes robust multiple regression, the special case of one-dimensional location, algorithms, outlier diagnostics, and robustness in related fields, such as the estimation of multivariate location and covariance matrices, and time series analysis.
- 0471488550
- 9780471488552
- Peter J. Rousseeuw, Annick M. Leroy
- 22 September 2003
- Wiley-Blackwell
- Paperback (Book)
- 360
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