How To Install r-cran-brglm2 on Debian 12
Introduction
In this tutorial we learn how to install r-cran-brglm2 on Debian 12.
What is r-cran-brglm2
r-cran-brglm2 is:
Estimation and inference from generalized linear models based on various methods for bias reduction and maximum penalized likelihood with powers of the Jeffreys prior as penalty. The ‘brglmFit’ fitting method can achieve reduction of estimation bias by solving either the mean bias- reducing adjusted score equations in Firth (1993) doi:10.1093/biomet/80.1.27 and Kosmidis and Firth (2009) doi:10.1093/biomet/asp055, or the median bias-reduction adjusted score equations in Kenne et al. (2017) doi:10.1093/biomet/asx046, or through the direct subtraction of an estimate of the bias of the maximum likelihood estimator from the maximum likelihood estimates as in Cordeiro and McCullagh (1991) https://www.jstor.org/stable/2345592. See Kosmidis et al (2020) doi:10.1007/s11222-019-09860-6 for more details. Estimation in all cases takes place via a quasi Fisher scoring algorithm, and S3 methods for the construction of of confidence intervals for the reduced-bias estimates are provided. In the special case of generalized linear models for binomial and multinomial responses (both ordinal and nominal), the adjusted score approaches to mean and media bias reduction have been found to return estimates with improved frequentist properties, that are also always finite, even in cases where the maximum likelihood estimates are infinite (e.g. complete and quasi- complete separation; see Kosmidis and Firth, 2020 doi:10.1093/biomet/asaa052, for a proof for mean bias reduction in logistic regression).
There are three methods to install r-cran-brglm2 on Debian 12. We can use apt-get, apt and aptitude. In the following sections we will describe each method. You can choose one of them.
Install r-cran-brglm2 Using apt-get
Update apt database with apt-get using the following command.
sudo apt-get update
After updating apt database, We can install r-cran-brglm2 using apt-get by running the following command:
sudo apt-get -y install r-cran-brglm2
Install r-cran-brglm2 Using apt
Update apt database with apt using the following command.
sudo apt update
After updating apt database, We can install r-cran-brglm2 using apt by running the following command:
sudo apt -y install r-cran-brglm2
Install r-cran-brglm2 Using aptitude
If you want to follow this method, you might need to install aptitude first since aptitude is usually not installed by default on Debian. Update apt database with aptitude using the following command.
sudo aptitude update
After updating apt database, We can install r-cran-brglm2 using aptitude by running the following command:
sudo aptitude -y install r-cran-brglm2
How To Uninstall r-cran-brglm2 on Debian 12
To uninstall only the r-cran-brglm2 package we can use the following command:
sudo apt-get remove r-cran-brglm2
Uninstall r-cran-brglm2 And Its Dependencies
To uninstall r-cran-brglm2 and its dependencies that are no longer needed by Debian 12, we can use the command below:
sudo apt-get -y autoremove r-cran-brglm2
Remove r-cran-brglm2 Configurations and Data
To remove r-cran-brglm2 configuration and data from Debian 12 we can use the following command:
sudo apt-get -y purge r-cran-brglm2
Remove r-cran-brglm2 configuration, data, and all of its dependencies
We can use the following command to remove r-cran-brglm2 configurations, data and all of its dependencies, we can use the following command:
sudo apt-get -y autoremove --purge r-cran-brglm2
Dependencies
r-cran-brglm2 have the following dependencies:
References
Summary
In this tutorial we learn how to install r-cran-brglm2 package on Debian 12 using different package management tools: apt, apt-get and aptitude.
