
CRAN . RSTUDIO . COM {
}
Title:
CRAN: Package mice
Description:
Multiple imputation using Fully Conditional Specification (FCS) implemented by the MICE algorithm as described in Van Buuren and Groothuis-Oudshoorn (2011) <<a href="https://doi.org/10.18637%2Fjss.v045.i03" target="_top">doi:10.18637/jss.v045.i03</a>>. Each variable has its own imputation model. Built-in imputation models are provided for continuous data (predictive mean matching, normal), binary data (logistic regression), unordered categorical data (polytomous logistic regression) and ordered categorical data (proportional odds). MICE can also impute continuous two-level data (normal model, pan, second-level variables). Passive imputation can be used to maintain consistency between variables. Various diagnostic plots are available to inspect the quality of the imputations.
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Keywords {🔍}
ctb, mice, imputation, data, reverse, van, micetgz, buuren, gpl, micezip, rrelease, roldrel, groothuisoudshoorn, model, continuous, normal, logistic, regression, categorical, pan, variables, depends, imports, mitml, rcpp, suggests, miceadds, stef, aut, citation, binaries, arm, multivariate, chained, equations, multiple, fully, conditional, specification, fcs, implemented, algorithm, doijssvi, variable, builtin, models, provided, predictive, matching, binary,
Topics {✒️}
margarita moreno-betancur [ctb] vincent arel-bundock [ctb] karin groothuis-oudshoorn [aut] /amices/mice/issues license gerko vink [ctb] rianne schouten [ctb] alexander robitzsch [ctb] patrick rockenschaub [ctb] lisa doove [ctb] shahab jolani [ctb] ian white [ctb] philipp gaffert [ctb] florian meinfelder [ctb] bernie gray [ctb] mingyang cai [ctb] thom volker [ctb] edoardo costantini [ctb] hanne oberman [ctb] fully conditional specification gz windows binaries tidysem reverse enhances weights reverse suggests mice results documentation unordered categorical data ordered categorical data polytomous logistic regression testdataimputation reverse imports mixedmodels cran checks zip macos binaries canonical form https org/package=mice van buuren groothuis-oudshoorn logistic regression org/mice/ /amices/mice reverse depends mice algorithm mice author multivariate imputation imputation model imputation models continuous data binary data level data passive imputation proportional odds impute continuous maintain consistency diagnostic plots
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