Fair Machine Learning under Limited Demographically Labeled Data

Mustafa Safa Ozdayi, Murat Kantarcioglu, Rishabh Iyer

Research has shown that, machine learning models might inherit and propagate undesired social biases encoded in the data. To address this problem, fair training algorithms are deve…