How To Install r-cran-unbalanced on Debian 12

Learn how to install r-cran-unbalanced on Debian 12 with this tutorial. r-cran-unbalanced is GNU R racing for unbalanced methods selection

Introduction

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

What is r-cran-unbalanced

r-cran-unbalanced is:

A dataset is said to be unbalanced when the class of interest (minority class) is much rarer than normal behaviour (majority class). The cost of missing a minority class is typically much higher that missing a majority class. Most learning systems are not prepared to cope with unbalanced data and several techniques have been proposed. This package implements some of most well-known techniques and propose a racing algorithm to select adaptively the most appropriate strategy for a given unbalanced task.

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

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

Install r-cran-unbalanced Using apt

Update apt database with apt using the following command.

sudo apt update

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

sudo apt -y install r-cran-unbalanced

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

sudo aptitude -y install r-cran-unbalanced

How To Uninstall r-cran-unbalanced on Debian 12

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

sudo apt-get remove r-cran-unbalanced

Uninstall r-cran-unbalanced And Its Dependencies

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

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

Remove r-cran-unbalanced Configurations and Data

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

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

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

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

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

Dependencies

r-cran-unbalanced have the following dependencies:

References

Summary

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