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Rgbp  

Hierarchical Modeling and Frequency Method Checking on Overdispersed Gaussian, Poisson, and Binomial Data
View on CRAN: Click here


Download and install Rgbp package within the R console
Install from CRAN:
install.packages("Rgbp")

Install from Github:
library("remotes")
install_github("cran/Rgbp")

Install by package version:
library("remotes")
install_version("Rgbp", "1.1.4")



Attach the package and use:
library("Rgbp")
Maintained by
Joseph Kelly
[Scholar Profile | Author Map]
First Published: 2013-04-23
Latest Update: 2019-12-17
Description:
We utilize approximate Bayesian machinery to fit two-level conjugate hierarchical models on overdispersed Gaussian, Poisson, and Binomial data and evaluates whether the resulting approximate Bayesian interval estimates for random effects meet the nominal confidence levels via frequency coverage evaluation. The data that Rgbp assumes comprise observed sufficient statistic for each random effect, such as an average or a proportion of each group, without population-level data. The approximate Bayesian tool equipped with the adjustment for density maximization produces approximate point and interval estimates for model parameters including second-level variance component, regression coefficients, and random effect. For the Binomial data, the package provides an option to produce posterior samples of all the model parameters via the acceptance-rejection method. The package provides a quick way to evaluate coverage rates of the resultant Bayesian interval estimates for random effects via a parametric bootstrapping, which we call frequency method checking.
How to cite:
Joseph Kelly (2013). Rgbp: Hierarchical Modeling and Frequency Method Checking on Overdispersed Gaussian, Poisson, and Binomial Data. R package version 1.1.4, https://cran.r-project.org/web/packages/Rgbp. Accessed 11 Apr. 2025.
Previous versions and publish date:
1.0.0 (2013-04-23 21:19), 1.0.1 (2013-09-11 20:46), 1.0.2 (2013-11-12 18:20), 1.0.3 (2013-12-02 20:07), 1.0.4 (2014-01-20 21:33), 1.0.5 (2014-03-01 18:18), 1.0.6 (2014-04-24 07:43), 1.0.9 (2015-07-27 23:56), 1.1.0 (2015-08-04 17:18), 1.1.1 (2016-01-13 18:15), 1.1.2 (2017-06-05 23:44), 1.1.3 (2018-05-18 00:34)
Other packages that cited Rgbp R package
View Rgbp citation profile
Other R packages that Rgbp depends, imports, suggests or enhances
Complete documentation for Rgbp
Functions, R codes and Examples using the Rgbp R package
Some associated functions: Rgbp-package . baseball . coverage . coverage.plot . gbp-internal . gbp . hospital . plot.gbp . print.gbp . print.summary.gbp . schools . summary.gbp . 
Some associated R codes: br.R . coverage.R . gbp.R . gr.R . pr.R .  Full Rgbp package functions and examples
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