MI_IMPUTE_FROM: Stata module to impute using an external imputation model

Robert Thiesmeier (), Matteo Bottai () and Nicola Orsini
Additional contact information
Robert Thiesmeier: Karolinska Institutet
Matteo Bottai: Karolinska Institutet

Statistical Software Components from Boston College Department of Economics

Abstract: mi impute from fills in missing values using an estimated imputation model estimated in one or multiple studies. A quantitative missing variable can be imputed passing the estimates of 99 (q=0.01(.01).99) linear predictors of quantile regression models. A categorical missing variable with k levels can be imputed passing k linear predictors of multinomial logistic regression models. A binary (0/1) missing variable can be imputed passing the linear predictors of logistic regression models. The command assumes that variables used in the imputation model are available in the current data. The mi_impute_from_get is reading the files containing the estimated models, estimate a weighted inverse variance least square model to combine regression coefficients of the imputation model across studies, and formatting matrices to be passed to mi impute from.

Language: Stata
Requires: Stata version 18
Keywords: multiple imputation; quantile regression; logistic regression (search for similar items in EconPapers)
Date: 2024-09-28
Note: This module should be installed from within Stata by typing "ssc install mi_impute_from". The module is made available under terms of the GPL v3 (https://www.gnu.org/licenses/gpl-3.0.txt). Windows users should not attempt to download these files with a web browser.
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http://fmwww.bc.edu/repec/bocode/m/mi_imputeFile-U ... /_/cmd_from_init.ado program code (text/plain)
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http://fmwww.bc.edu/repec/bocode/m/mi_imputeFile-U ... _/cmd_from_parse.ado program code (text/plain)
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http://fmwww.bc.edu/repec/bocode/m/mi_imputeFile-U ... /cmd_from_return.ado program code (text/plain)
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http://fmwww.bc.edu/repec/bocode/m/mi_impute_from_get.ado program code (text/plain)
http://fmwww.bc.edu/repec/bocode/m/mi_imputeFile-U ... ocode/_/cmd_from.ado program code (text/plain)
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http://fmwww.bc.edu/repec/bocode/m/mi_impute_from.sthlp help file (text/plain)
http://fmwww.bc.edu/repec/bocode/m/mi_impute_from_get.sthlp help file (text/plain)

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