This repository contains the code for all the experiments of the paper Robust subgroup discovery. Hugo M. Proença,Thomas Bäck, Matthijs van Leeuwen. (2021) .
For the most recent version of the code for Subgroup Lists please refer to https://github.com/HMProenca/RuleList.
In a machine learning (prediction) context for problems of classification, regression, multi-label classification, multi-category classification, or multivariate regression cite the corresponding bibtex of the first classification application of MDL rule lists:
in the context of data mining and subgroup discovery please refer to subgroup lists:
@article{proencca2021robust,
title={Robust subgroup discovery},
author={Proen{\c{c}}a, Hugo Manuel and B{\"a}ck, Thomas and van Leeuwen, Matthijs},
journal={arXiv preprint arXiv:2103.13686},
year={2021}
}
Please refer to each algorithm for their specific licenses.
If there are any questions or issues, please contact me by mail at hugo.manuel.proenca@gmail.com or open an issue here on Github.
- Interpretable multiclass classification by MDL-based rule lists. Hugo M. Proença, Matthijs van Leeuwen. Information Sciences 512 (2020): 1372-1393. or publicly available in ArXiv -- experiments code (old version) available here
- Discovering outstanding subgroup lists for numeric targets using MDL. Hugo M. Proença, Peter Grünwald, Thomas Bäck, Matthijs van Leeuwen. ECML-PKDD(2020): -- experiments code available here