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Provides various functions for parameter estimation of one-dimensional stable distributions and their mixtures. It implements a diverse set of estimation methods, including quantile-based approaches, regression methods based on the empirical characteristic function (empirical, kernel, and recursive), and maximum likelihood estimation. For mixture models, it provides stochastic expectation–maximization (SEM) algorithms and Bayesian estimation methods using sampling and importance sampling to overcome the long burn-in period of Markov Chain Monte Carlo (MCMC) strategies. The package also includes tools and statistical tests for analyzing whether a dataset follows a stable distribution. Some of the implemented methods are described in Hajjaji, O., Manou-Abi, S. M., and Slaoui, Y. (2024) <doi:10.1080/02664763.2024.2434627>.
| Version: | 0.1.0 |
| Imports: | stabledist, mixtools, nortest, openxlsx, e1071, jsonlite, libstable4u, stats, graphics, MASS, utils |
| Suggests: | ggplot2, grDevices, moments, readxl, testthat (≥ 3.0.0) |
| Published: | 2025-11-03 |
| DOI: | 10.32614/CRAN.package.MixStable (may not be active yet) |
| Author: | Solym Manou-Abi [aut, cre], Adam Najib [aut], Yousri Slaoui [aut] |
| Maintainer: | Solym Manou-Abi <solym.manou.abi at univ-poitiers.fr> |
| License: | GPL-3 |
| NeedsCompilation: | no |
| CRAN checks: | MixStable results |
| Reference manual: | MixStable.html , MixStable.pdf |
| Package source: | MixStable_0.1.0.tar.gz |
| Windows binaries: | r-devel: MixStable_0.1.0.zip, r-release: not available, r-oldrel: not available |
| macOS binaries: | r-release (arm64): MixStable_0.1.0.tgz, r-oldrel (arm64): MixStable_0.1.0.tgz, r-release (x86_64): MixStable_0.1.0.tgz, r-oldrel (x86_64): MixStable_0.1.0.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.
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