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Penalty, Shrinkage and Pretest Strategies

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Produktnummer: 18a3467a0490064d6ba86df9f85146224a
Autor: Ahmed, S. Ejaz
Themengebiete: 62J05, 62J07, 62F10, 62F12 penalty estimation pooling data pretest and shrinkage estimation regression models variable selection
Veröffentlichungsdatum: 30.12.2013
EAN: 9783319031484
Sprache: Englisch
Seitenzahl: 115
Produktart: Kartoniert / Broschiert
Verlag: Springer International Publishing
Untertitel: Variable Selection and Estimation
Produktinformationen "Penalty, Shrinkage and Pretest Strategies"
The objective of this book is to compare the statistical properties of penalty and non-penalty estimation strategies for some popular models. Specifically, it considers the full model, submodel, penalty, pretest and shrinkage estimation techniques for three regression models before presenting the asymptotic properties of the non-penalty estimators and their asymptotic distributional efficiency comparisons. Further, the risk properties of the non-penalty estimators and penalty estimators are explored through a Monte Carlo simulation study. Showcasing examples based on real datasets, the book will be useful for students and applied researchers in a host of applied fields.The book’s level of presentation and style make it accessible to a broad audience. It offers clear, succinct expositions of each estimation strategy. More importantly, it clearly describes how to use each estimation strategy for the problem at hand. The book is largely self-contained, as are the individual chapters, so that anyone interested in a particular topic or area of application may read only that specific chapter. The book is specially designed for graduate students who want to understand the foundations and concepts underlying penalty and non-penalty estimation and its applications. It is well-suited as a textbook for senior undergraduate and graduate courses surveying penalty and non-penalty estimation strategies, and can also be used as a reference book for a host of related subjects, including courses on meta-analysis. Professional statisticians will find this book to be a valuable reference work, since nearly all chapters are self-contained.
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