Nonparametric Smoothing and Lack-of-Fit Tests (Springer Series in Statistics) - Tapa dura

Libro 38 de 160: Springer Series in Statistics

Hart, Jeffrey

 
9780387949802: Nonparametric Smoothing and Lack-of-Fit Tests (Springer Series in Statistics)

Sinopsis

An exploration of the use of smoothing methods in testing the fit of parametric regression models. The book reviews many of the existing methods for testing lack-of-fit and also proposes a number of new methods, addressing both applied and theoretical aspects of the model checking problems. As such, the book is of interest to practitioners of statistics and researchers investigating either lack-of-fit tests or nonparametric smoothing ideas. The first four chapters introduce the problem of estimating regression functions by nonparametric smoothers, primarily those of kernel and Fourier series type, and could be used as the foundation for a graduate level course on nonparametric function estimation. The prerequisites for a full appreciation of the book are a modest knowledge of calculus and some familiarity with the basics of mathematical statistics.

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Reseña del editor

An exploration of the use of smoothing methods in testing the fit of parametric regression models. The book reviews many of the existing methods for testing lack-of-fit and also proposes a number of new methods, addressing both applied and theoretical aspects of the model checking problems. As such, the book is of interest to practitioners of statistics and researchers investigating either lack-of-fit tests or nonparametric smoothing ideas. The first four chapters introduce the problem of estimating regression functions by nonparametric smoothers, primarily those of kernel and Fourier series type, and could be used as the foundation for a graduate level course on nonparametric function estimation. The prerequisites for a full appreciation of the book are a modest knowledge of calculus and some familiarity with the basics of mathematical statistics.

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Otras ediciones populares con el mismo título

9781475727241: Nonparametric Smoothing and Lack-of-Fit Tests (Springer Series in Statistics)

Edición Destacada

ISBN 10:  1475727240 ISBN 13:  9781475727241
Editorial: Springer, 2012
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