Introduction | Example Data | Generate Strata | Evaluate Stratification | Summary | Visualization | Conclusion
Package: AutoStrataK 0.1.4
Khalid Islam
AutoStrataK: Automatic Optimal Stratification for Survey Sampling
Provides tools for the automatic stratification of survey populations using clustering and optimization techniques. The package assists researchers and survey practitioners in constructing homogeneous strata to improve the efficiency and precision of survey estimates. Functions are provided for generating strata, evaluating stratification quality, summarizing stratified populations, and visualizing stratification results. These tools support the design and implementation of efficient survey sampling strategies. The package utilizes standard statistical methods from survey sampling, clustering, and optimization for automatic stratification. Methods are described in Cochran (1977, ISBN:9780471162405) and Lohr (2021, ISBN:9780367354556).
Authors:
AutoStrataK_0.1.4.tar.gz
AutoStrataK_0.1.4.tar.gz(r-4.7-any)AutoStrataK_0.1.4.tar.gz(r-4.6-any)
AutoStrataK_0.1.4.tgz(r-4.6-emscripten)
manual.pdf |manual.html✨
DESCRIPTION
card.svg |card.png
AutoStrataK/json (API)
| # Install 'AutoStrataK' in R: |
| install.packages('AutoStrataK', repos = c('https://cran.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:6990f2c4b4. Checks:4 OK. Indexed: yes.
| Target | Result | Time | Files | Syslog |
|---|---|---|---|---|
| linux-devel-x86_64 | OK | 134 | ||
| source / vignettes | OK | 179 | ||
| linux-release-x86_64 | OK | 147 | ||
| wasm-release | OK | 114 |
Exports:autostrataclustering_stratacompare_samplingevaluate_strataoptimal_allocation
Dependencies:clicpp11dplyrfarvergenericsggplot2gluegtableisobandlabelinglifecyclemagrittrpillarpkgconfigR6RColorBrewerrlangS7scalestibbletidyselectutf8vctrsviridisLitewithr
Readme and manuals
Help Manual
| Help page | Topics |
|---|---|
| Automatic Stratification | autostrata |
| Create Optimal Strata | clustering_strata |
| Compare Efficiency | compare_sampling |
| Evaluate Strata | evaluate_strata |
| Neyman Allocation | optimal_allocation |
| Plot Strata | plot.autostrata |
| Summary Method | summary.autostrata |