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[书籍介绍] [下载]Missing Data in Longitudinal Studies-- Strategies for Bayesian Modeling and [分享]

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shenym 发表于 2009-6-5 17:46:00 |显示全部楼层

Missing Data in Longitudinal Studies: Strategies for Bayesian Modeling and Sensitivity Analysis (Monographs on Statistics and Applied Probability)
By Michael J. Daniels, Joseph W. Hogan


Drawing from the authorsâ ™ own work and from the most recent developments in the field, Missing Data in Longitudinal Studies: Strategies for Bayesian Modeling and Sensitivity Analysis describes a comprehensive Bayesian approach for drawing inference from incomplete data in longitudinal studies. To illustrate these methods, the authors employ several data sets throughout that cover a range of study designs, variable types, and missing data issues.

The book first reviews modern approaches to formulate and interpret regression models for longitudinal data. It then discusses key ideas in Bayesian inference, including specifying prior distributions, computing posterior distribution, and assessing model fit. The book carefully describes the assumptions needed to make inferences about a full-data distribution from incompletely observed data. For settings with ignorable dropout, it emphasizes the importance of covariance models for inference about the mean while for nonignorable dropout, the book studies a variety of models in detail. It concludes with three case studies that highlight important features of the Bayesian approach for handling nonignorable missingness.

With suggestions for further reading at the end of most chapters as well as many applications to the health sciences, this resource offers a unified Bayesian approach to handle missing data in longitudinal studies.


333733.pdf (3.38 MB, 售价: 5 个论坛币)


[此贴子已经被作者于2009-6-5 17:47:52编辑过]

关键词:Longitudinal Longitudina Strategies Modeling Bayesian Analysis Modeling Bayesian Studies Sensitivity

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Yanyan_ 发表于 2009-12-19 19:51:18 |显示全部楼层
有用的资料,非常感谢!
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wyying 发表于 2010-2-27 13:56:46 |显示全部楼层
谢谢,刚看到一篇文章引用了这本书
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zhdefei 在职认证  发表于 2010-3-21 18:18:50 |显示全部楼层
下啦
努力就会有结果,要成功就得努力!!!
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huanghuiqun 发表于 2010-5-9 13:42:41 |显示全部楼层
好资料
有点贵那
谢谢
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reolin 发表于 2010-5-11 00:06:18 |显示全部楼层
wiley数据库里面有
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weihancool 发表于 2010-12-16 16:44:30 |显示全部楼层
不错不错 呵呵
国士无双
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m8843620 发表于 2012-2-16 14:35:10 |显示全部楼层
謝謝樓主的分享
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tamtam701013 发表于 2012-7-31 16:01:21 |显示全部楼层
downloaded to learn, thanks for your sharing, xie xie.
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geokaran 发表于 2013-3-14 01:14:40 |显示全部楼层
good
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