Optimized Pre-Processing for Discrimination Prevention
This repository provides code for our optimization-based pre-processing framework for reducing discrimination introduced in our NIPS17 paper.
Using the code
- Jupyter Notebook for pre-processing the Adult dataset can be found in the directory "Adult".
- Jupyter Notebook for pre-processing the Compas dataset can be found in the directory "Compas".
Please cite the corresponding paper when using the code.
- Optimized Pre-Processing for Discrimination Prevention
Flavio Calmon, Dennis Wei, Bhanukiran Vinzamuri, Karthikeyan Natesan Ramamurthy and Kush R. Varshney.
31st Advances in Neural Information Processing Systems (NIPS), Long Beach, CA, December 2017.