miceadds: Some Additional Multiple Imputation Functions, Especially for
'mice'
Contains functions for multiple imputation which
complements existing functionality in R.
In particular, several imputation methods for the
mice package (van Buuren & Groothuis-Oudshoorn, 2011,
<doi:10.18637/jss.v045.i03>) are implemented.
Main features of the miceadds package include
plausible value imputation (Mislevy, 1991,
<doi:10.1007/BF02294457>), multilevel imputation for
variables at any level or with any number of hierarchical
and non-hierarchical levels (Grund, Luedtke & Robitzsch,
2018, <doi:10.1177/1094428117703686>; van Buuren, 2018,
Ch.7, <doi:10.1201/9780429492259>), imputation using
partial least squares (PLS) for high dimensional
predictors (Robitzsch, Pham & Yanagida, 2016),
nested multiple imputation (Rubin, 2003,
<doi:10.1111/1467-9574.00217>), substantive model
compatible imputation (Bartlett et al., 2015,
<doi:10.1177/0962280214521348>), and features
for the generation of synthetic datasets
(Reiter, 2005, <doi:10.1111/j.1467-985X.2004.00343.x>;
Nowok, Raab, & Dibben, 2016, <doi:10.18637/jss.v074.i11>).
| Version: |
3.17-44 |
| Depends: |
R (≥ 3.5-0), mice (≥ 3.0.0) |
| Imports: |
graphics, methods, mitools, Rcpp, stats, utils |
| LinkingTo: |
Rcpp, RcppArmadillo |
| Suggests: |
BIFIEsurvey, blme, car, CDM, coda, foreign, inline, lme4, MASS, Matrix, MBESS, MCMCglmm, mdmb, pls, numDeriv, readxl, sandwich, sirt, sjlabelled, synthpop, TAM |
| Enhances: |
Amelia, imputeR, jomo, micemd, mitml, pan, simputation |
| Published: |
2024-01-09 |
| DOI: |
10.32614/CRAN.package.miceadds |
| Author: |
Alexander Robitzsch [aut,cre] (<https://orcid.org/0000-0002-8226-3132>),
Simon Grund [aut] (<https://orcid.org/0000-0002-1290-8986>),
Thorsten Henke [ctb] |
| Maintainer: |
Alexander Robitzsch <robitzsch at ipn.uni-kiel.de> |
| BugReports: |
https://github.com/alexanderrobitzsch/miceadds/issues?state=open |
| License: |
GPL-2 | GPL-3 [expanded from: GPL (≥ 2)] |
| URL: |
https://github.com/alexanderrobitzsch/miceadds,
https://sites.google.com/view/alexander-robitzsch/software |
| NeedsCompilation: |
yes |
| Citation: |
miceadds citation info |
| Materials: |
README NEWS |
| In views: |
MissingData |
| CRAN checks: |
miceadds results |
Documentation:
Downloads:
Reverse dependencies:
| Reverse imports: |
BIFIEsurvey, Conigrave, eatRep, mdmb, MKinfer |
| Reverse linking to: |
mdmb |
| Reverse suggests: |
bipd, CDM, hot.deck, LSAmitR, marginaleffects, mice, mitml, sirt, TAM |
| Reverse enhances: |
texreg |
Linking:
Please use the canonical form
https://CRAN.R-project.org/package=miceadds
to link to this page.