Model Selection and Model Averaging (Cambridge Series in Statistical and Probabilistic Mathematics, Series Number 27),Used

Model Selection and Model Averaging (Cambridge Series in Statistical and Probabilistic Mathematics, Series Number 27),Used

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SKU: SONG0521852250
Brand: Cambridge University Press
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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. Realdata 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 Rcode.

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