FOSSGIS2025-examples

An Inventory of Spatial Machine Learning Packages in R

DOI

This repository contains the poster titled “An Inventory of Spatial Machine Learning Packages in R” presented at the FOSSGIS 2025 conference in Münster, Germany. The poster compares the machine learning frameworks caret, mlr3, and tidymodels in R and their capabilities for spatial machine learning tasks, and provides an overview of other packages that can be used for spatial machine learning in R. The poster is accompanied by code examples that demonstrate how to use these packages for spatial machine learning tasks.

Poster

Code examples

  1. The caret framework
  2. The mlr3 framework
  3. The tidymodels framework
  4. Miscellaneous spatial cross-validation packages in R
  5. Miscellaneous spatial machine learning methods’ packages in R

Citation

If you use this work, please cite it as:

Nowosad J., Meyer H., Linnenbrink J., Ludwig M. (2025) An Inventory of Spatial Machine Learning Packages in R. FOSSGIS 2025, Münster, Germany. https://doi.org/10.5281/zenodo.15088972

License

This work is licensed under a Creative Commons Attribution-ShareAlike 4.0 International License.

CC BY-SA 4.0

Acknowledgements

This project has received the financial support of the European Union’s Horizon Europe research and innovation programme under the Marie Skłodowska-Curie grant agreement No. 101147446.