Multiple imputation of missing values: update

Multiple imputation of missing values: update
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DOI:
10.1177/1536867x0500500204
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发表时间:
2005-01-01
期刊:
影响因子:
4.8
通讯作者:
Royston, P
Royston, P
中科院分区:
数学3区
文献类型:
--
作者:
Royston, P

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本文描述了对mvis的重大更新,使其更接近S. van Buuren和C. g.m. Oudshoorn在R和S-PLUS中实现的MICE系统的功能集(详细信息,请参阅http://www.multiple-imputation.com)。为了与mvis明确区分,Stata新版本的主要程序被称为ice。我将详细介绍如何使用这些新特性,并使用真实数据给出一个实际的说明性示例。mvis的所有设施都被冰保留。本文还描述了对多输入数据集计算估计的组合算法的一些改进。
This article describes a substantial update to mvis, which brings it more closely in line with the feature set of S. van Buuren and C. G. M. Oudshoorn's implementation of the MICE system in R and S-PLUS (for details, see http://www.multiple-imputation.com). To make a clear distinction from mvis, the principal program of the new Stata release is called ice. I will give details of how to use the new features and a practical illustrative example using real data. All the facilities of mvis are retained by ice. Some improvements to micombine for computing estimates from multiply imputed datasets are also described.