Wolfgang Hardle, Hardle Wolfgang, Wolfgang H. Rdle

Applied Nonparametric Regression

• Broschiertes Buch

Produktbeschreibung

'Applied Nonparametric Regression' is the first book to bring together in one place the techniques for regression curve smoothing involving more than one variable. This volume focuses on the applications and practical problems of two central aspects of curve smoothing the choice of smoothing parameters and the construction of confidence bounds.

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Produktdetails

• Verlag: Cambridge University Press
• Seitenzahl: 352
• Erscheinungstermin: 8. März 2002
• Englisch
• Abmessung: 229mm x 152mm x 21mm
• Gewicht: 572g
• ISBN-13: 9780521429504
• ISBN-10: 0521429501
• Artikelnr.: 22160914

Inhaltsangabe

Preface
Part I. Regression Smoothing: 1. Introduction
2. Basic idea of smoothing 3. Smoothing techniques
Part II. The Kernel Method: 4. How close is the smooth to the true curve?
5. Choosing the smoothing parameter
6. Data sets with outliers
7. Smoothing with correlated data
8. Looking for special features (qualitative smoothing)
9. Incorporating parametric components and alternatives
Part III. Smoothing in High Dimensions: 10. Investigating multiple regression by additive models
Appendices
References
List of symbols and notation.