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vglmer  

Variational Inference for Hierarchical Generalized Linear Models
View on CRAN: Click here


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

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

Install by package version:
library("remotes")
install_version("vglmer", "1.0.6")



Attach the package and use:
library("vglmer")
Maintained by
Max Goplerud
[Scholar Profile | Author Map]
All associated links for this package
First Published: 2022-09-14
Latest Update: 2022-10-27
Description:
Estimates hierarchical models using mean-field variational Bayes. At present, it can estimate logistic, linear, and negative binomial models. It can accommodate models with an arbitrary number of random effects and requires no integration to estimate. It also provides the ability to improve the quality of the approximation using marginal augmentation. Goplerud (2022) <doi:10.1214/21-BA1266> provides details on the variational algorithms.
How to cite:
Max Goplerud (2022). vglmer: Variational Inference for Hierarchical Generalized Linear Models. R package version 1.0.6, https://cran.r-project.org/web/packages/vglmer. Accessed 30 Jan. 2025.
Previous versions and publish date:
1.0.0 (2022-09-14 08:00), 1.0.1 (2022-09-17 22:00), 1.0.2 (2022-09-23 12:10), 1.0.3 (2022-10-28 00:00), 1.0.5 (2024-09-12 19:40)
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