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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.

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Explore how bias can be detected and mitigated in real-world datasets

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