Smoothing Spline ANOVA Models

Chong Gu (Autor)

Buch | Softcover

304 Seiten

2010 | Softcover reprint of hardcover 1st ed. 2002
Springer-Verlag New York Inc.
978-1-4419-2966-2 (ISBN)

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Smoothing methods are an active area of research. In this book, the author presents a comprehensive treatment of penalty smoothing under a unified framework. Methods are developed for (i) regression with Gaussian and non-Gaussian responses as well as with censored life time data; (ii) density and conditional density estimation under a variety of sampling schemes; and (iii) hazard rate estimation with censored life time data and covariates. Extensive discussions are devoted to model construction, smoothing parameter selection, computation, and asymptotic convergence. Most of the computational and data analytical tools discussed in the book are implemented in R, an open-source clone of the popular S/S- PLUS language.

Introduction * Model Construction * Regression with Gaussian Type Responses * More Splines * Regression with Exponential Families * Probability Density Estimation * Hazard Rate Estimation * Asymptotic Convergence

Erscheint lt. Verlag	15.12.2010
Reihe/Serie	Springer Series in Statistics
Zusatzinfo	black & white illustrations
Verlagsort	New York, NY
Sprache	englisch
Maße	156 x 234 mm
Gewicht	474 g
Einbandart	Paperback
Themenwelt	Mathematik / Informatik ► Mathematik ► Wahrscheinlichkeit / Kombinatorik
ISBN-10	1-4419-2966-5 / 1441929665
ISBN-13	978-1-4419-2966-2 / 9781441929662
Zustand	Neuware