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The classical (i.e. Efron's, see Efron and Tibshirani (1994, ISBN:978-0412042317) "An Introduction to the Bootstrap") bootstrap is widely used for both the real (i.e. "crisp") and fuzzy data. The main aim of the algorithms implemented in this package is to overcome a problem with repetition of a few distinct values and to create fuzzy numbers, which are "similar" (but not the same) to values from the initial sample. To do this, different characteristics of triangular/trapezoidal numbers are kept (like the value, the ambiguity, etc., see Grzegorzewski et al. <doi:10.2991/eusflat-19.2019.68>, Grzegorzewski et al. (2020) <doi:10.2991/ijcis.d.201012.003>, Grzegorzewski et al. (2020) <doi:10.34768/amcs-2020-0022>, Grzegorzewski and Romaniuk (2022) <doi:10.1007/978-3-030-95929-6_3>, Romaniuk and Hryniewicz (2019) <doi:10.1007/s00500-018-3251-5>). Some additional procedures related to these resampling methods are also provided, like calculation of the Bertoluzza et al.'s distance (aka the mid/spread distance, see Bertoluzza et al. (1995) "On a new class of distances between fuzzy numbers") and estimation of the p-value of the one- and two- sample bootstrapped test for the mean (see Lubiano et al. (2016, <doi:10.1016/j.ejor.2015.11.016>)). Additionally, there are procedures which randomly generate trapezoidal fuzzy numbers using some well-known statistical distributions.
| Version: | 0.6.4 |
| Imports: | stats, utils |
| Suggests: | testthat (≥ 3.0.0), R.rsp |
| Published: | 2024-10-04 |
| DOI: | 10.32614/CRAN.package.FuzzyResampling |
| Author: | Maciej Romaniuk [aut, cre], Przemyslaw Grzegorzewski [aut], Olgierd Hryniewicz [aut] |
| Maintainer: | Maciej Romaniuk <mroman at ibspan.waw.pl> |
| BugReports: | https://github.com/mroman-ibs/FuzzyResampling/issues |
| License: | GPL-3 |
| URL: | https://github.com/mroman-ibs/FuzzyResampling |
| NeedsCompilation: | no |
| Citation: | FuzzyResampling citation info |
| Materials: | README NEWS |
| CRAN checks: | FuzzyResampling results |
| Reference manual: | FuzzyResampling.pdf |
| Vignettes: |
Resampling Fuzzy Numbers with Statistical Applications: FuzzyResampling Package (source) |
| Package source: | FuzzyResampling_0.6.4.tar.gz |
| Windows binaries: | r-devel: FuzzyResampling_0.6.4.zip, r-release: FuzzyResampling_0.6.4.zip, r-oldrel: FuzzyResampling_0.6.4.zip |
| macOS binaries: | r-release (arm64): FuzzyResampling_0.6.4.tgz, r-oldrel (arm64): FuzzyResampling_0.6.4.tgz, r-release (x86_64): FuzzyResampling_0.6.4.tgz, r-oldrel (x86_64): FuzzyResampling_0.6.4.tgz |
| Old sources: | FuzzyResampling archive |
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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.