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Combines information from two independent surveys using a model-assisted projection method. Designed for survey sampling scenarios where a large sample collects only auxiliary information (Survey 1) and a smaller sample provides data on both variables of interest and auxiliary variables (Survey 2). Implements a working model to generate synthetic values of the variable of interest by fitting the model to Survey 2 data and predicting values for Survey 1 based on its auxiliary variables (Kim & Rao, 2012) <doi:10.1093/biomet/asr063>.
Version: | 0.1.0 |
Depends: | R (≥ 4.3.0), tidymodels |
Imports: | cli, doParallel, dplyr, methods, parsnip, recipes, rlang, rsample, stats, survey, tune, workflows, yardstick, bonsai, ranger, lightgbm |
Published: | 2024-12-19 |
DOI: | 10.32614/CRAN.package.sae.projection |
Author: | Ridson Al Farizal P [aut, cre, cph], Azka Ubaidillah [aut] |
Maintainer: | Ridson Al Farizal P <ridsonalfarizal15 at gmail.com> |
BugReports: | https://github.com/Alfrzlp/sae.projection/issues |
License: | MIT + file LICENSE |
URL: | https://github.com/Alfrzlp/sae.projection |
NeedsCompilation: | no |
Materials: | README |
CRAN checks: | sae.projection results |
Reference manual: | sae.projection.pdf |
Package source: | sae.projection_0.1.0.tar.gz |
Windows binaries: | r-devel: sae.projection_0.1.0.zip, r-release: sae.projection_0.1.0.zip, r-oldrel: sae.projection_0.1.0.zip |
macOS binaries: | r-release (arm64): sae.projection_0.1.0.tgz, r-oldrel (arm64): sae.projection_0.1.0.tgz, r-release (x86_64): sae.projection_0.1.0.tgz, r-oldrel (x86_64): sae.projection_0.1.0.tgz |
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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.