sbordt / SearchFair

Binary classification algorithm under fairness considerations.

SearchFair

Citing SearchFair

If you use this software please cite the following publication:

@inproceedings{lohaus2020,
  title={Too Relaxed to Be Fair},
  author={Lohaus, Michael and Perrot, Micha{\"e}l and von Luxburg, Ulrike},
  booktitle={International Conference on Machine Learning},
  year={2020}
}

Installation

You can install SearchFair by cloning the repository and running the setup file:

git clone https://github.com/mlohaus/SearchFair.git
cd SearchFair
python setup.py install

Examples

We provide the following two examples on real data and toy data.

• Binary fair classification on real data.
• Binary fair classification on toy data.