Model Selection and Model Averaging pdf epub mobi txt 电子书 下载 2024


Model Selection and Model Averaging

简体网页||繁体网页
Gerda Claeskens
Cambridge University Press
2008-10-9
332
GBP 64.99
Hardcover
Cambridge Series in Statistical and Probabilistic Mathematics
9780521852258

图书标签: model-selection  数据分析  数学  econometrics   


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发表于2024-12-24

Model Selection and Model Averaging epub 下载 mobi 下载 pdf 下载 txt 电子书 下载 2024

Model Selection and Model Averaging epub 下载 mobi 下载 pdf 下载 txt 电子书 下载 2024

Model Selection and Model Averaging pdf epub mobi txt 电子书 下载 2024



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Given a data set, you can fit thousands of models at the push of a button, but how do you choose the best? With so many candidate models, overfitting is a real danger. Is the monkey who typed Hamlet actually a good writer? 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 frequentist 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.

Model Selection and Model Averaging 下载 mobi epub pdf txt 电子书

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Model Selection and Model Averaging pdf epub mobi txt 电子书 下载
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生物医学中比较小众的建模方式,其实跟ensemble learning很相似的思想,个人感觉在小样本拟合困难的时候可以尝试一下

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统计学中模型选择的经典书籍,与其他学科的交叉还有待开发。

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生物医学中比较小众的建模方式,其实跟ensemble learning很相似的思想,个人感觉在小样本拟合困难的时候可以尝试一下

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统计学中模型选择的经典书籍,与其他学科的交叉还有待开发。

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统计学中模型选择的经典书籍,与其他学科的交叉还有待开发。

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