Model Selection and Model Averaging
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 a...
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| Format: | Book |
| Language: | Inglés |
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Cambridge, United Kingdom
Cambridge University Press
2008
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| Series: | Cambridge series in statistical and probabilistic mathematics
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| See on Universidad Loyola - Universidad Loyola Granada: | https://colectivo.uloyola.es/Record/94923 |
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| Summary: | 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. |
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| Physical Description: | XVII, 312 p. ; 26 cm |
| ISBN: | 9780521852258 |
