FlexReg
Regression Models for Bounded Continuous and Discrete Responses
Functions to fit regression models for bounded continuous and discrete responses. In case of bounded continuous responses (e.g., proportions and rates), available models are the flexible beta (Migliorati, S., Di Brisco, A. M., Ongaro, A. (2018)), the variance-inflated beta (Di Brisco, A. M., Migliorati, S., Ongaro, A. (2020)), the beta (Ferrari, S.L.P., Cribari-Neto, F. (2004)), and their augmented versions to handle the presence of zero/one values (Di Brisco, A. M., Migliorati, S. (2020)) are implemented. In case of bounded discrete responses (e.g., bounded counts, such as the number of successes in n trials), available models are the flexible beta-binomial (Ascari, R., Migliorati, S. (2021)), the beta-binomial, and the binomial are implemented. Inference is dealt with a Bayesian approach based on the Hamiltonian Monte Carlo (HMC) algorithm (Gelman, A., Carlin, J. B., Stern, H. S., Rubin, D. B. (2014)). Besides, functions to compute residuals, posterior predictives, goodness of fit measures, convergence diagnostics, and graphical representations are provided.
- Version1.3.0
- R version≥ 3.5.0
- LicenseGPL-2
- LicenseGPL-3
- Needs compilation?Yes
- Last release09/29/2023
Team
Roberto Ascari
Sonia Migliorati
Show author detailsRolesAuthorAgnese M. Di Brisco
Show author detailsRolesAuthor, MaintainerAndrea Ongaro
Show author detailsRolesAuthor
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Last 30 days
This package has been downloaded 215 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 6 times.
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Last 365 days
This package has been downloaded 2,875 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 Dec 03, 2024 with 53 downloads.
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Dependencies
- Imports8 packages
- Suggests1 package
- Linking To6 packages