Package: interSAE 0.1.0
interSAE: Intersectional Small Area Estimation from Survey and Census Data
Implements design-aware, margin-constrained estimation of population indicators for geographic areas crossed with demographic subgroups. Complex-survey microdata supply outcomes and association information, while one or more aggregate census tables supply overlapping population margins. A generalized iterative proportional fitting engine reconstructs a coherent latent population table, and an augmented model-assisted estimator produces domain means, proportions, and totals for sampled and unsampled intersections. Tools diagnose non-identification, compute linear-programming sensitivity bounds, propagate sampling and model uncertainty with replicate-weight or multiplier bootstrap procedures, enforce structural zeros, and benchmark estimates to official totals. The framework extends calibration ideas from Deville and Sarndal (1992) <doi:10.1080/01621459.1992.10475217> and small area estimation ideas from Fay and Herriot (1979) <doi:10.1080/01621459.1979.10482505>.
Authors:
interSAE_0.1.0.tar.gz
interSAE_0.1.0.zip(r-4.7-any)interSAE_0.1.0.zip(r-4.6-any)interSAE_0.1.0.zip(r-4.5-any)
interSAE_0.1.0.tgz(r-4.6-any)interSAE_0.1.0.tgz(r-4.5-any)
interSAE_0.1.0.tar.gz(r-4.7-any)interSAE_0.1.0.tar.gz(r-4.6-any)
interSAE_0.1.0.tgz(r-4.6-emscripten)
manual.pdf |manual.html✨
DESCRIPTION |NEWS
card.svg |card.png
interSAE/json (API)
| # Install 'interSAE' in R: |
| install.packages('interSAE', repos = c('https://leilamarvian.r-universe.dev', 'https://cloud.r-project.org')) |
This package does not link to any Github/Gitlab/R-forge repository. No issue tracker or development information is available.
Last updated from:a6f3bf9e32. Checks:9 OK. Indexed: yes.
| Target | Result | Time | Files | Syslog |
|---|---|---|---|---|
| linux-devel | OK | 133 | ||
| source / vignettes | OK | 142 | ||
| linux-release | OK | 115 | ||
| macos-release | OK | 96 | ||
| macos-oldrel | OK | 78 | ||
| windows-devel | OK | 65 | ||
| windows-release | OK | 59 | ||
| windows-oldrel | OK | 70 | ||
| wasm-release | OK | 100 |
Exports:benchmark_intercensus_marginscheck_identifiabilitydecompose_uncertaintyfit_inter_saeidentification_boundsinter_bootstrapinter_designinter_estimatesinter_exampleinter_sensitivitymargin_diagnosticssimulate_inter_data
Dependencies:
Readme and manuals
Help Manual
| Help page | Topics |
|---|---|
| Intersectional Small Area Estimation from Survey and Census Data | interSAE-package interSAE |
| Benchmark Domain Estimates to an Official Aggregate | benchmark_inter |
| Fit and Inspect Intersectional Small Area Estimates | fit_inter_sae inter_estimates margin_diagnostics plot.inter_sae print.inter_sae print.summary_inter_sae summary.inter_sae |
| Diagnose Non-Identification and Compute Sensitivity Bounds | check_identifiability identification_bounds inter_sensitivity print.inter_bounds print.inter_identifiability |
| Bootstrap and Summarize Uncertainty | decompose_uncertainty inter_bootstrap print.inter_bootstrap |
| Declare Survey Design Information and Census Margins | census_margins inter_design print.census_margins print.inter_design |
| Simulate an Intersectional Survey-Census Problem | inter_example simulate_inter_data |