How To Install r-cran-rsvd on Debian 12

Learn how to install r-cran-rsvd on Debian 12 with this tutorial. r-cran-rsvd is Randomized Singular Value Decomposition

Introduction

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

What is r-cran-rsvd

r-cran-rsvd is:

Low-rank matrix decompositions are fundamental tools and widely used for data analysis, dimension reduction, and data compression. Classically, highly accurate deterministic matrix algorithms are used for this task. However, the emergence of large-scale data has severely challenged our computational ability to analyze big data. The concept of randomness has been demonstrated as an effective strategy to quickly produce approximate answers to familiar problems such as the singular value decomposition (SVD). The rsvd package provides several randomized matrix algorithms such as the randomized singular value decomposition (rsvd), randomized principal component analysis (rpca), randomized robust principal component analysis (rrpca), randomized interpolative decomposition (rid), and the randomized CUR decomposition (rcur). In addition several plot functions are provided. The methods are discussed in detail by Erichson et al. (2016) arXiv:1608.02148.

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

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

Install r-cran-rsvd Using apt

Update apt database with apt using the following command.

sudo apt update

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

sudo apt -y install r-cran-rsvd

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

sudo aptitude -y install r-cran-rsvd

How To Uninstall r-cran-rsvd on Debian 12

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

sudo apt-get remove r-cran-rsvd

Uninstall r-cran-rsvd And Its Dependencies

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

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

Remove r-cran-rsvd Configurations and Data

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

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

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

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

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

Dependencies

r-cran-rsvd have the following dependencies:

References

Summary

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