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Chained equations and more in multiple imputation in Stata 12

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  • Yulia Marchenko

    (StataCorp LP)

Abstract

I present the new Stata 12 command, mi impute chained, to perform multivariate imputation using chained equations (ICE), also known as sequential regression imputation. ICE is a flexible imputation technique for imputing various types of data. The variable-by-variable specification of ICE allows you to impute variables of different types by choosing the appropriate method for each variable from several univariate imputation methods. Variables can have an arbitrary missing-data pattern. By specifying a separate model for each variable, you can incorporate certain important characteristics, such as ranges and restrictions within a subset, specific to each variable. I also describe other new features in multiple imputation in Stata 12.

Suggested Citation

  • Yulia Marchenko, 2011. "Chained equations and more in multiple imputation in Stata 12," United Kingdom Stata Users' Group Meetings 2011 14, Stata Users Group.
  • Handle: RePEc:boc:usug11:14
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    File URL: http://repec.org/usug2011/UK11_Marchenko.pdf
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    Cited by:

    1. Hélène Colineaux & Fanny Le Querrec & Laure Pourcel & Jean-Christophe Gallart & Olivier Azéma & Thierry Lang & Michelle Kelly-Irving & Sandrine Charpentier & Sébastien Lamy, 2018. "Is the use of emergency departments socially patterned?," International Journal of Public Health, Springer;Swiss School of Public Health (SSPH+), vol. 63(3), pages 397-407, April.

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