Package: KlerRSS 0.2.4
Khalid Ul Islam Rather
KlerRSS: Intelligent Ranked Set Sampling with 'Excel' Integration and SRS Comparison
Provides tools for Ranked Set Sampling (RSS) analysis, data import, statistical estimation, and comparison with Simple Random Sampling (SRS). The package offers a complete workflow from 'Excel' and CSV data import and cleaning to RSS implementation, efficiency evaluation, visualization, and automated reporting. Intelligent ranking procedures based on correlation analysis, regression models, and machine learning methods are included to address imperfect ranking commonly encountered in practical RSS applications. Monte Carlo simulation tools are provided for evaluating estimator performance under different sampling scenarios. Ranked Set Sampling was originally introduced by McIntyre (1952) <doi:10.2307/3001960> as an efficient alternative to simple random sampling when ranking information is available at low cost. The package supports researchers, statisticians, and practitioners working in agricultural, environmental, biological, and other applied sciences.
Authors:
KlerRSS_0.2.4.tar.gz
KlerRSS_0.2.4.zip(r-4.7-any)KlerRSS_0.2.4.zip(r-4.6-any)
KlerRSS_0.2.4.tar.gz(r-4.7-any)KlerRSS_0.2.4.tar.gz(r-4.6-any)
KlerRSS_0.2.4.tgz(r-4.6-emscripten)
manual.pdf |manual.html✨
DESCRIPTION
card.svg |card.png
KlerRSS/json (API)
| # Install 'KlerRSS' in R: |
| install.packages('KlerRSS', 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:e439d58982. Checks:6 OK. Indexed: yes.
| Target | Result | Time | Files | Syslog |
|---|---|---|---|---|
| linux-devel | OK | 112 | ||
| source / vignettes | OK | 361 | ||
| linux-release | OK | 114 | ||
| windows-devel | OK | 61 | ||
| windows-release | OK | 63 | ||
| wasm-release | OK | 111 |
Exports:kler_analyzekler_comparekler_importkler_ml_rankkler_plot_distributionkler_plot_efficiencykler_reportkler_rsskler_simulationkler_true_rss
Dependencies:cellrangerclicpp11crayonfarverggplot2gluegtablehmsisobandlabelinglifecyclemagrittrpillarpkgconfigprettyunitsprogressR6RColorBrewerreadxlrematchrlangS7scalestibbleutf8vctrsviridisLitewithr
Readme and manuals
Help Manual
| Help page | Topics |
|---|---|
| Complete RSS Analysis | kler_analyze |
| Compare RSS and SRS | kler_compare |
| Import and Clean Data | kler_import |
| Machine Learning-Based Ranking for Ranked Set Sampling | kler_ml_rank |
| Distribution Comparison Plot | kler_plot_distribution |
| Efficiency Comparison Plot | kler_plot_efficiency |
| Automated RSS Report | kler_report |
| Ranked Set Sampling | kler_rss |
| Monte Carlo Simulation for RSS and SRS | kler_simulation |
| True Ranked Set Sampling (RSS) | kler_true_rss |