Fairness-Aware Preprocessing: Reweighing

Summary

In this project, I used reweighing (Kamiran & Calders 2012) to mitigate bias with respect to multiple sensitive attributes in the Allstate (sex, age, race, years with prior carrier) and German datasets (sex, age) respectively.

Links

• Allstate Dataset
• German Dataset
• IBM AI Fairness 360