Regression Estimators : A Comparative Study

Language: English

Published by Johns Hopkins University Press Aug 2010, 2010

0801894263 / 9780801894268

Series: Book 6 of 12 - Statistical Modeling and Decision Science

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Seller: AHA-BUCH GmbH, Einbeck, GermanyAHA-BUCH GmbH

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Neuware - An examination of mathematical formulations of ridge-regression-type estimators points to a curious observation: estimators can be derived by both Bayesian and Frequentist methods. In this updated and expanded edition of his 1990 treatise on the subject, Marvin H. J. Gruber presents, compares, and contrasts the development and properties of ridge-type estimators from these two philosophically different points of view. The book is organized into five sections. Part I gives a historical survey of the literature and summarizes basic ideas in matrix theory and statistical decision theory. Part II explores the mathematical relationships between estimators from both Bayesian and Frequentist points of view. Part III considers the efficiency of estimators with and without averaging over a prior distribution. Part IV applies the methods and results discussed in the previous two sections to the Kalman Filter, analysis of variance models, and penalized splines. Part V surveys recent developments in the field. These include efficiencies of ridge-type estimators for loss functions other than squared error loss functions and applications to information geometry. Gruber also includes an updated historical survey and bibliography. With more than 150 exercises, Regression Estimators is a valuable resource for graduate students and professional statisticians.…

Seller Inventory # 9780801894268

Title
Regression Estimators : A Comparative Study
Author
Marvin H J Gruber
Publisher
Johns Hopkins University Press Aug 2010
Publication year
2010
Condition
Neu
Binding
Buch
Language
English
ISBN 10
0801894263
ISBN 13
9780801894268
Edition
2nd Edition
Item weight
680 grams
Dimensions
229x157x28 mm
Series
Book 6 of 12: Statistical Modeling and Decision Science

AHA-BUCH GmbH

Einbeck, Germany

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