Simultaneous Improvement of ML Model Fairness and Performance by Identifying Bias in Data

no code implementations • 24 Oct 2022 • Bhushan Chaudhari, Akash Agarwal, Tanmoy Bhowmik

Machine learning models built on datasets containing discriminative instances attributed to various underlying factors result in biased and unfair outcomes.

Decision Making Fairness

FairGen: Fair Synthetic Data Generation

no code implementations • 24 Oct 2022 • Bhushan Chaudhari, Himanshu Chaudhary, Aakash Agarwal, Kamna Meena, Tanmoy Bhowmik

Existing work focusing on generating fair data either works for a certain GAN architecture or is very difficult to tune across the GANs.

Fraud Detection Synthetic Data Generation