watson
Fitting and Simulating Mixtures of Watson Distributions
Tools for fitting and simulating mixtures of Watson distributions. The random sampling scheme of the package offers two sampling algorithms that are based of the results of Sablica, Hornik and Leydold (2022) https://research.wu.ac.at/en/publications/random-sampling-from-the-watson-distribution. What is more, the package offers a smart tool to combine these two methods, and based on the selected parameters, it approximates the relative sampling speed for both methods and picks the faster one. In addition, the package offers a fitting function for the mixtures of Watson distribution, that uses the expectation-maximization (EM) algorithm. Special features are the possibility to use multiple variants of the E-step and M-step, sparse matrices for the data representation and state of the art methods for numerical evaluation of needed special functions using the results of Sablica and Hornik (2022) https://www.ams.org/journals/mcom/2022-91-334/S0025-5718-2021-03690-X/.
- Version0.5
- R versionunknown
- LicenseGPL-3
- Needs compilation?Yes
- Last release11/19/2024
Documentation
Team
Lukas Sablica
Josef Leydold
Show author detailsRolesAuthorKurt Hornik
Brian Gough
Show author detailsRolesContributor, Copyright holderGerard Jungman
Show author detailsRolesContributor, Copyright holder
Insights
Last 30 days
This package has been downloaded 487 times in the last 30 days. Enough downloads to make a small wave in the niche community. The curiosity is spreading! The following heatmap shows the distribution of downloads per day. Yesterday, it was downloaded 3 times.
The following line graph shows the downloads per day. You can hover over the graph to see the exact number of downloads per day.
Last 365 days
This package has been downloaded 4,341 times in the last 365 days. That's enough downloads to impress a room full of undergrads. A commendable achievement indeed. The day with the most downloads was Feb 20, 2025 with 98 downloads.
The following line graph shows the downloads per day. You can hover over the graph to see the exact number of downloads per day.
Data provided by CRAN
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Dependencies
- Imports2 packages
- Suggests2 packages
- Linking To3 packages