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Robust Regression Outlier Detection P
- Editore:
John Wiley & Sons
- EAN:
9780471488552
- ISBN:
0471488550
- Pagine:
- 356
- Formato:
- Paperback
- Lingua:
- Inglese
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Descrizione Robust Regression Outlier Detection P
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.
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