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sae.projection: Small Area Estimation Using Model-Assisted Projection Method

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 ORCID iD [aut, cre, cph], Azka Ubaidillah ORCID iD [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

Documentation:

Reference manual: sae.projection.pdf

Downloads:

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

Linking:

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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.