FlexReg

Regression Models for Bounded Continuous and Discrete Responses

CRAN Package

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.


Team


Insights

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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0 downloadsMar 2, 2025
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11 downloadsMar 4, 2025
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2 downloadsMar 9, 2025
5 downloadsMar 10, 2025
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6 downloadsApr 1, 2025
6 downloadsApr 2, 2025
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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 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.

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


Binaries


Dependencies

  • Imports8 packages
  • Suggests1 package
  • Linking To6 packages