A Systematic and Formal Study of the Impact of Local Differential Privacy on Fairness: Preliminary Results

Karima Makhlouf, Tamara Stefanovic, Heber H. Arcolezi +1

Machine learning (ML) algorithms rely primarily on the availability of training data, and, depending on the domain, these data may include sensitive information about the data prov…