Model Selection and Model Averaging by Nils Lid Hjort 0000-00-00 00:00:00

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by Nils Lid Hjort
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Model Selection and Model Averaging by Nils Lid Hjort
Author
Nils Lid Hjort
Publisher
Cambridge University Press
Date of release
Pages
312
ISBN
9780521852258
Binding
Hardcover
Illustrations
Format
PDF, EPUB, MOBI, TXT, DOC
Rating
5
29
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Book review

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.

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