How To Install r-cran-loo on Debian 12

Learn how to install r-cran-loo on Debian 12 with this tutorial. r-cran-loo is GNU R leave-one-out cross-validation and WAIC for Bayesian models

Introduction

In this tutorial we learn how to install r-cran-loo on Debian 12.

What is r-cran-loo

r-cran-loo is:

Efficient approximate leave-one-out cross-validation (LOO) for Bayesian models fit using Markov chain Monte Carlo. The approximation uses Pareto smoothed importance sampling (PSIS), a new procedure for regularizing importance weights. As a byproduct of the calculations, it is possible as well to obtain approximate standard errors for estimated predictive errors and for the comparison of predictive errors between models. The package also provides methods for using stacking and other model weighting techniques to average Bayesian predictive distributions.

There are three methods to install r-cran-loo 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-loo 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-loo using apt-get by running the following command:

sudo apt-get -y install r-cran-loo

Install r-cran-loo Using apt

Update apt database with apt using the following command.

sudo apt update

After updating apt database, We can install r-cran-loo using apt by running the following command:

sudo apt -y install r-cran-loo

Install r-cran-loo 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-loo using aptitude by running the following command:

sudo aptitude -y install r-cran-loo

How To Uninstall r-cran-loo on Debian 12

To uninstall only the r-cran-loo package we can use the following command:

sudo apt-get remove r-cran-loo

Uninstall r-cran-loo And Its Dependencies

To uninstall r-cran-loo and its dependencies that are no longer needed by Debian 12, we can use the command below:

sudo apt-get -y autoremove r-cran-loo

Remove r-cran-loo Configurations and Data

To remove r-cran-loo configuration and data from Debian 12 we can use the following command:

sudo apt-get -y purge r-cran-loo

Remove r-cran-loo configuration, data, and all of its dependencies

We can use the following command to remove r-cran-loo configurations, data and all of its dependencies, we can use the following command:

sudo apt-get -y autoremove --purge r-cran-loo

Dependencies

r-cran-loo have the following dependencies:

References

Summary

In this tutorial we learn how to install r-cran-loo package on Debian 12 using different package management tools: apt, apt-get and aptitude.