Applied Nonparametric Regression: 19 (Econometric Society Monographs, Series Number 19) - Softcover

Hardle, Wolfgang

Softcover

ISBN 10: 0521429501 ISBN 13: 9780521429504

Publisher: Cambridge University Press, 1992

Synopsis

Applied Nonparametric Regression is the first book to bring together in one place the techniques for regression curve smoothing involving more than one variable. The computer and the development of interactive graphics programs have made curve estimation possible. 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. Härdle argues that all smoothing methods are based on a local averaging mechanism and can be seen as essentially equivalent to kernel smoothing. To simplify the exposition, kernel smoothers are introduced and discussed in great detail. Building on this exposition, various other smoothing methods (among them splines and orthogonal polynomials) are presented and their merits discussed. All the methods presented can be understood on an intuitive level; however, exercises and supplemental materials are provided for those readers desiring a deeper understanding of the techniques. The methods covered in this text have numerous applications in many areas using statistical analysis. Examples are drawn from economics as well as from other disciplines including medicine and engineering.

About this title

From the Back Cover

'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.

Edition details

• Publisher: Cambridge University Press
• Publication date: 1992
• ISBN 10: 0521429501
• ISBN 13: 9780521429504
• Binding: Paperback
• Language: English
• Number of pages: 352