Model selection and model averaging

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Mathematics
Model selection and model averaging

Model selection and model averaging

Name: Model selection and model averaging
ISBN: 9780521852258

Gerda Claeskens, Nils Lid Hjort

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Choosing a model is central to all statistical work with data. We have seen rapid advances in model fitting and in the theoretical understanding of model selection, yet this book is the first to synthesize research and practice from this active field. Model choice criteria are explained, discussed and compared, including the AIC, BIC, DIC and FIC. The uncertainties involved with model selection are tackled with discussions of frequent and Bayesian methods; model averaging schemes are presented. Real-data examples are complemented by derivations providing deeper insight into the methodology, and instructive exercises build familiarity with the methods. The companion website features Data sets and R-code.

Categorias:

Mathematics

Ano:

2008

Edição:

Editora:

Cambridge University Press

Idioma:

english

Páginas:

330

ISBN 10: