FairBalance: How to Achieve Equalized Odds With Data Pre-processing

Data

Data files can be found under https://github.com/hil-se/FairBalance/tree/main/data. Most of the datasets are originally from UCI data repository.

Algorithm

The FairBalance algorithm is implemented in https://github.com/hil-se/FairBalance/blob/main/src/preprocessor.py.

Usage

0. Install dependencies:

pip install -r requirements.txt

1. Navigate to the source code:

cd src

2. Run experiments on all eight datasets:

python main.py

3. Results are stored in separate csv files under https://github.com/hil-se/FairBalance/tree/main/results.

Experiment with FaceBeauty data