How To Install r-cran-genieclust on Debian 12

Learn how to install r-cran-genieclust on Debian 12 with this tutorial. r-cran-genieclust is GNU R Genie++ Hierarchical Clustering Algorithm with Noise Points Detection

Introduction

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

What is r-cran-genieclust

r-cran-genieclust is:

A retake on the Genie algorithm - a robust hierarchical clustering method (Gagolewski, Bartoszuk, Cena, 2016 DOI:10.1016/j.ins.2016.05.003). Now faster and more memory efficient; determining the whole hierarchy for datasets of 10M points in low dimensional Euclidean spaces or 100K points in high-dimensional ones takes only 1-2 minutes. Allows clustering with respect to mutual reachability distances so that it can act as a noise point detector or a robustified version of ‘HDBSCAN*’ (that is able to detect a predefined number of clusters and hence it does not dependent on the somewhat fragile ’eps’ parameter).

The package also features an implementation of economic inequity indices (the Gini, Bonferroni index) and external cluster validity measures (partition similarity scores; e.g., the adjusted Rand, Fowlkes-Mallows, adjusted mutual information, pair sets index).

See also the ‘Python’ version of ‘genieclust’ available on ‘PyPI’, which supports sparse data, more metrics, and even larger datasets.

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

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

Install r-cran-genieclust Using apt

Update apt database with apt using the following command.

sudo apt update

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

sudo apt -y install r-cran-genieclust

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

sudo aptitude -y install r-cran-genieclust

How To Uninstall r-cran-genieclust on Debian 12

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

sudo apt-get remove r-cran-genieclust

Uninstall r-cran-genieclust And Its Dependencies

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

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

Remove r-cran-genieclust Configurations and Data

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

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

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

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

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

Dependencies

r-cran-genieclust have the following dependencies:

References

Summary

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