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Linear regression when covariates include missing values by embedding the correlation information between covariates. Especially for block missing data, it works well. 'ILSE' conducts imputation and regression simultaneously and iteratively. More details can be referred to Huazhen Lin, Wei Liu and Wei Lan. (2021) <doi:10.1080/07350015.2019.1635486>.
Version: | 1.1.7 |
Depends: | R (≥ 3.0.1) |
Imports: | stats, Rcpp, pbapply |
LinkingTo: | Rcpp, RcppArmadillo |
Suggests: | knitr, rmarkdown |
Published: | 2022-01-31 |
DOI: | 10.32614/CRAN.package.ILSE |
Author: | Wei Liu [aut, cre], Huazhen Lin [aut], Wei Lan [aut] |
Maintainer: | Wei Liu <weiliu at smail.swufe.edu.cn> |
BugReports: | https://github.com/feiyoung/ILSE/issues |
License: | GPL-3 |
URL: | https://github.com/feiyoung/ILSE |
NeedsCompilation: | yes |
Materials: | README |
CRAN checks: | ILSE results |
Reference manual: | ILSE.pdf |
Vignettes: |
ILSE: a simple NHANES example ILSE ILSE: simulated examples |
Package source: | ILSE_1.1.7.tar.gz |
Windows binaries: | r-devel: ILSE_1.1.7.zip, r-release: ILSE_1.1.7.zip, r-oldrel: ILSE_1.1.7.zip |
macOS binaries: | r-release (arm64): ILSE_1.1.7.tgz, r-oldrel (arm64): ILSE_1.1.7.tgz, r-release (x86_64): ILSE_1.1.7.tgz, r-oldrel (x86_64): ILSE_1.1.7.tgz |
Old sources: | ILSE archive |
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These binaries (installable software) and packages are in development.
They may not be fully stable and should be used with caution. We make no claims about them.