mdgc: Missing Data Imputation Using Gaussian Copulas
Provides functions to impute missing values using Gaussian copulas for mixed data types as described by Christoffersen et al. (2021) <doi:10.48550/arXiv.2102.02642>. The method is related to Hoff (2007) <doi:10.1214/07-AOAS107> and Zhao and Udell (2019) <doi:10.48550/arXiv.1910.12845> but differs by making a direct approximation of the log marginal likelihood using an extended version of the Fortran code created by Genz and Bretz (2002) <doi:10.1198/106186002394> in addition to also support multinomial variables.
| Version: | 0.1.7 |
| Depends: | R (≥ 3.5.0) |
| Imports: | Rcpp |
| LinkingTo: | Rcpp,RcppArmadillo,testthat,BH,psqn |
| Suggests: | testthat,catdata |
| Published: | 2023-05-04 |
| DOI: | 10.32614/CRAN.package.mdgc |
| Author: | Benjamin Christoffersen [cre, aut], Alan Genz [cph], Frank Bretz [cph], Torsten Hothorn [cph], R-core [cph], Ross Ihaka [cph] |
| Maintainer: | Benjamin Christoffersen <boennecd at gmail.com> |
| BugReports: | https://github.com/boennecd/mdgc/issues |
| License: | GPL-2 |
| URL: | https://github.com/boennecd/mdgc |
| NeedsCompilation: | yes |
| Materials: | NEWS |
| In views: | MissingData |
| CRAN checks: | mdgc results |
Documentation:
| Reference manual: | mdgc.html ,mdgc.pdf |
Downloads:
| Package source: | mdgc_0.1.7.tar.gz |
| Windows binaries: | r-devel:mdgc_0.1.7.zip, r-release:mdgc_0.1.7.zip, r-oldrel:mdgc_0.1.7.zip |
| macOS binaries: | r-release (arm64):mdgc_0.1.7.tgz, r-oldrel (arm64):mdgc_0.1.7.tgz, r-release (x86_64):mdgc_0.1.7.tgz, r-oldrel (x86_64):mdgc_0.1.7.tgz |
| Old sources: | mdgc archive |
Linking:
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