Diagnostics for Multiple Imputation in Stata

2012113 citationsJournal Articlebronze Open Access

Authors

Wesley Eddings · StataCorp (United States)

Yulia Marchenko · StataCorp (United States)

Abstract

Our new command midiagplots makes diagnostic plots for multiple imputations created by mi impute. The plots compare the distribution of the imputed values with that of the observed values so that problems with the imputation model can be corrected before the imputed data are analyzed. We include an example and suggest extensions to other diagnostics.

Topics & Keywords

Statistical Methods and Bayesian Inference Statistical Methods in Clinical Trials Probability and Statistical Research

Publication Details

Published in: The Stata Journal Promoting communications on statistics and Stata

Volume 12, Issue 3, pp. 353-367

DOI: 10.1177/1536867x1201200301

Field-Weighted Citation Impact: 0.95

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Diagnostics for Multiple Imputation in Stata

Authors

Abstract

Topics & Keywords

Publication Details