Nonparametric regression and spline smoothing

書誌事項

Nonparametric regression and spline smoothing

Randall L. Eubank

(Statistics : textbooks and monographs, v. 157)

Marcel Dekker, c1999

2nd ed

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注記

Bibliography: p. 311-334

Includes index

The first edition of this book was published as Spline smoothing and nonparametric regression(1988) -- t. p. verso

内容説明・目次

内容説明

Provides a unified account of the most popular approaches to nonparametric regression smoothing. This edition contains discussions of boundary corrections for trigonometric series estimators; detailed asymptotics for polynomial regression; testing goodness-of-fit; estimation in partially linear models; practical aspects, problems and methods for confidence intervals and bands; local polynomial regression; and form and asymptotic properties of linear smoothing splines.

目次

  • What is a good estimator?
  • series estimators
  • kernel estimators
  • smoothing splines
  • least-square splines.

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