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Researchers often use the bootstrap to understand a sample drawn from a population with unknown distribution. The exact bootstrap method is a practical tool for exploring the distribution of small sample size data. For a sample of size n, the exact bootstrap method generates the entire space of n to the power of n resamples and calculates all realizations of the selected statistic. The 'exactamente' package includes functions for implementing two bootstrap methods, the exact bootstrap and the regular bootstrap. The exact_bootstrap() function applies the exact bootstrap method following methodologies outlined in Kisielinska (2013) <doi:10.1007/s00180-012-0350-0>. The regular_bootstrap() function offers a more traditional bootstrap approach, where users can determine the number of resamples. The e_vs_r() function allows users to directly compare results from these bootstrap methods. To augment user experience, 'exactamente' includes the function exactamente_app() which launches an interactive 'shiny' web application. This application facilitates exploration and comparison of the bootstrap methods, providing options for modifying various parameters and visualizing results.
| Version: | 0.1.1 |
| Imports: | ggplot2, methods, shiny, shinythemes |
| Suggests: | testthat (≥ 3.0.0) |
| Published: | 2023-08-29 |
| DOI: | 10.32614/CRAN.package.exactamente |
| Author: | Mackson Ncube [aut, cre], mightymetrika, LLC [cph, fnd] |
| Maintainer: | Mackson Ncube <macksonncube.stats at gmail.com> |
| BugReports: | https://github.com/mightymetrika/exactamente/issues |
| License: | MIT + file LICENSE |
| URL: | https://github.com/mightymetrika/exactamente |
| NeedsCompilation: | no |
| Materials: | README NEWS |
| CRAN checks: | exactamente results |
| Reference manual: | exactamente.pdf |
| Package source: | exactamente_0.1.1.tar.gz |
| Windows binaries: | r-devel: exactamente_0.1.1.zip, r-release: exactamente_0.1.1.zip, r-oldrel: exactamente_0.1.1.zip |
| macOS binaries: | r-release (arm64): exactamente_0.1.1.tgz, r-oldrel (arm64): exactamente_0.1.1.tgz, r-release (x86_64): exactamente_0.1.1.tgz, r-oldrel (x86_64): exactamente_0.1.1.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.